diff --git a/.gitignore b/.gitignore
index 505a3b1ca2716907d5b292ab90c36df043c42bb6..22da39c5eb3a13e6224f436c108261ed958a1039 100644
--- a/.gitignore
+++ b/.gitignore
@@ -8,3 +8,5 @@ wheels/
 
 # Virtual environments
 .venv
+
+*.png
\ No newline at end of file
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diff --git a/data/imputation_no/splits_all/tasks_all/datasets_all/website_leaderboard.csv b/data/imputation_no/splits_all/tasks_all/datasets_all/website_leaderboard.csv
new file mode 100644
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+#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
+0,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1679.0,+64/-51,0.789,6.94,3.2,5.507,582.21,6.116,0.0,False,GPU
+1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1626.0,+89/-60,0.739,8.58,2.9,4.753,2040.22,8.92,0.0,False,GPU
+2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1580.0,+73/-54,0.68,10.27,3.97,5.726,2040.22,1.218,0.0,False,GPU
+3,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1546.0,+72/-52,0.654,11.6,4.97,6.429,5.81,0.645,0.0,False,GPU
+4,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1539.0,+55/-51,0.549,11.93,5.37,8.693,1735.72,2.559,0.0,False,CPU
+5,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1536.0,+57/-48,0.556,12.03,6.93,8.739,2950.72,11.988,0.0,False,GPU
+6,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1479.0,+65/-53,0.523,14.61,4.53,8.827,4907.64,286.652,0.0,False,GPU
+7,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1466.0,+56/-43,0.428,15.26,8.29,10.223,3285.87,1.472,0.0,False,GPU
+8,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1450.0,+36/-31,0.378,16.06,11.15,11.452,416.98,2.639,0.0,False,CPU
+9,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1445.0,+46/-48,0.379,16.28,8.65,10.227,2950.72,0.663,0.0,False,GPU
+10,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1432.0,+44/-43,0.36,16.98,10.14,10.958,1658.41,0.653,0.0,False,CPU
+11,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1420.0,+60/-58,0.419,17.58,6.04,10.229,4907.64,39.96,0.0,False,GPU
+12,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1419.0,+42/-44,0.345,17.6,9.69,11.142,1658.41,0.081,0.0,False,CPU
+13,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1409.0,+82/-54,0.385,18.12,7.61,11.442,4621.67,8.149,0.0,False,GPU
+14,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1404.0,+56/-47,0.341,18.38,9.66,11.14,3285.87,0.173,0.0,False,GPU
+15,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1400.0,+31/-30,0.28,18.63,13.38,12.143,416.98,0.334,0.0,False,CPU
+16,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1389.0,+35/-36,0.296,19.21,12.62,12.22,693.49,1.69,0.0,False,CPU
+17,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1378.0,+41/-42,0.315,19.76,11.31,12.023,6.83,0.08,0.0,False,CPU
+18,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1371.0,+45/-40,0.243,20.17,10.17,11.984,4621.67,0.475,0.0,False,GPU
+19,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1366.0,+49/-41,0.267,20.45,11.91,12.584,846.88,2.552,0.0,False,GPU
+20,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1363.0,+31/-33,0.241,20.59,14.97,12.54,693.49,0.308,0.0,False,CPU
+21,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1339.0,+70/-60,0.336,21.91,7.2,12.933,47.62,43.739,0.0,False,GPU
+22,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1313.0,+46/-38,0.198,23.35,14.43,13.883,846.88,0.13,0.0,False,GPU
+23,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1305.0,+54/-47,0.236,23.79,14.16,13.655,10.49,0.132,0.0,False,GPU
+24,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1299.0,+50/-50,0.164,24.11,16.52,13.439,2874.67,1.952,0.0,False,CPU
+25,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1282.0,+43/-40,0.171,25.07,16.13,15.191,2929.85,0.422,0.0,False,CPU
+26,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1257.0,+44/-44,0.123,26.41,15.77,15.566,14.87,0.308,0.0,False,GPU
+27,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1243.0,+47/-43,0.121,27.22,17.59,15.868,2929.85,0.051,0.0,False,CPU
+28,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1240.0,+36/-41,0.086,27.36,19.31,14.957,10.06,1.689,0.0,False,GPU
+29,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1219.0,+39/-38,0.091,28.49,20.6,15.422,1.94,0.123,0.0,False,CPU
+30,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1219.0,+52/-61,0.134,28.51,17.29,16.343,593.24,4.467,0.0,False,CPU
+31,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1218.0,+41/-47,0.078,28.58,20.1,15.309,2874.67,0.131,0.0,False,CPU
+32,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1212.0,+46/-42,0.101,28.89,19.17,16.88,183.02,0.761,0.0,False,CPU
+33,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1208.0,+46/-48,0.115,29.06,19.52,17.03,7.32,0.05,0.0,False,CPU
+34,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1190.0,+35/-29,0.048,30.03,26.04,16.049,1.96,0.142,0.0,False,CPU
+35,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1179.0,+55/-48,0.076,30.61,20.12,17.756,373.18,0.771,0.0,False,CPU
+36,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1172.0,+47/-52,0.076,30.96,19.36,17.853,183.02,0.091,0.0,False,CPU
+37,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1153.0,+52/-55,0.057,31.96,21.29,17.842,593.24,0.306,0.0,False,CPU
+38,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1141.0,+49/-46,0.052,32.55,19.95,18.528,373.18,0.085,0.0,False,CPU
+39,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1073.0,+35/-48,0.012,35.84,28.74,19.694,9.99,0.126,0.0,False,CPU
+40,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,1043.0,+62/-61,0.036,37.16,29.18,23.269,3.23,0.919,0.0,False,GPU
+41,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1005.0,+59/-60,0.013,38.74,28.39,22.719,2.86,0.373,0.0,False,CPU
+42,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+45/-50,0.006,38.93,34.17,23.485,0.43,0.054,0.0,False,CPU
+43,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,998.0,+63/-88,0.016,39.0,27.81,25.352,129.01,1.802,0.0,False,CPU
+44,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,980.0,+59/-71,0.011,39.69,34.68,24.998,0.25,0.05,0.0,False,CPU
+45,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,970.0,+64/-97,0.032,40.07,30.33,31.269,237.58,0.424,0.0,False,CPU
+46,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,940.0,+71/-111,0.023,41.15,31.63,31.88,237.58,0.085,0.0,False,CPU
+47,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,888.0,+68/-108,0.003,42.8,32.9,30.599,129.01,0.18,0.0,False,CPU
+48,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,853.0,+76/-133,0.014,43.79,34.99,34.618,1.19,0.12,0.0,False,CPU
+49,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,636.0,+89/-113,0.0,47.95,43.9,44.269,0.19,0.036,0.0,False,CPU
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diff --git a/data/imputation_no/splits_all/tasks_all/datasets_medium/website_leaderboard.csv b/data/imputation_no/splits_all/tasks_all/datasets_medium/website_leaderboard.csv
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+#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
+0,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1825.0,+86/-46,0.836,5.78,2.85,2.566,289.53,3.187,0.0,False,GPU
+1,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1804.0,+82/-49,0.808,6.29,3.08,2.669,432.35,4.085,0.0,False,CPU
+2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1676.0,+164/-124,0.66,10.21,3.09,5.382,735.58,11.736,0.0,False,GPU
+3,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1649.0,+109/-94,0.581,11.21,6.96,5.684,1719.82,1.675,0.0,False,GPU
+4,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1635.0,+125/-116,0.598,11.74,6.46,5.75,2526.28,6.013,0.0,False,GPU
+5,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1621.0,+86/-63,0.539,12.33,6.64,5.585,777.59,0.25,0.0,False,CPU
+6,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1620.0,+145/-112,0.591,12.34,5.04,6.097,735.58,1.386,0.0,False,GPU
+7,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1610.0,+94/-69,0.541,12.74,5.67,5.783,777.59,0.052,0.0,False,CPU
+8,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1602.0,+76/-56,0.493,13.08,8.87,7.351,131.56,2.639,0.0,False,CPU
+9,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1567.0,+105/-96,0.524,14.58,7.14,5.97,3.24,0.031,0.0,False,CPU
+10,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1560.0,+87/-61,0.447,14.9,8.9,7.478,282.13,0.563,0.0,False,CPU
+11,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1549.0,+116/-94,0.405,15.39,8.76,7.016,1719.82,0.081,0.0,False,GPU
+12,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1546.0,+155/-99,0.478,15.51,7.63,6.906,1.88,0.645,0.0,False,GPU
+13,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1542.0,+155/-95,0.426,15.7,7.33,7.41,1993.14,0.619,0.0,False,GPU
+14,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1534.0,+141/-125,0.48,16.05,4.17,7.024,4786.55,444.544,0.0,False,GPU
+15,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1512.0,+80/-65,0.342,17.07,11.95,8.574,131.56,0.132,0.0,False,CPU
+16,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1510.0,+69/-51,0.356,17.18,13.18,8.062,282.13,0.066,0.0,False,CPU
+17,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1490.0,+152/-101,0.36,18.13,8.42,8.168,1993.14,0.061,0.0,False,GPU
+18,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1481.0,+107/-91,0.32,18.51,12.5,8.151,2526.28,0.349,0.0,False,GPU
+19,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1438.0,+108/-100,0.271,20.59,12.75,9.676,566.74,0.951,0.0,False,GPU
+20,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1412.0,+122/-124,0.296,21.86,8.61,9.655,4786.55,42.641,0.0,False,GPU
+21,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1387.0,+71/-71,0.179,23.12,16.95,9.424,1770.56,1.069,0.0,False,CPU
+22,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1382.0,+97/-96,0.191,23.34,18.62,11.377,566.74,0.06,0.0,False,GPU
+23,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1371.0,+104/-120,0.234,23.89,14.51,9.928,0.49,0.053,0.0,False,CPU
+24,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1339.0,+130/-140,0.221,25.48,10.01,12.451,46.62,43.739,0.0,False,GPU
+25,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1334.0,+119/-133,0.194,25.72,17.81,12.922,1517.65,0.134,0.0,False,CPU
+26,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1328.0,+132/-111,0.177,26.01,17.36,11.007,5.16,0.074,0.0,False,GPU
+27,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1302.0,+77/-82,0.096,27.27,23.36,11.463,8.06,0.25,0.0,False,GPU
+28,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1280.0,+84/-70,0.046,28.34,25.52,12.214,6.75,0.235,0.0,False,GPU
+29,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1275.0,+78/-77,0.055,28.58,24.36,11.211,1770.56,0.051,0.0,False,CPU
+30,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1271.0,+110/-134,0.125,28.79,22.32,13.812,1517.65,0.015,0.0,False,CPU
+31,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1258.0,+62/-73,0.051,29.37,27.19,11.863,0.29,0.045,0.0,False,CPU
+32,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1249.0,+86/-79,0.039,29.81,24.11,12.418,66.0,0.341,0.0,False,CPU
+33,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1220.0,+97/-140,0.085,31.14,26.84,15.399,3.12,0.016,0.0,False,CPU
+34,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1216.0,+97/-87,0.04,31.35,25.48,13.131,66.0,0.024,0.0,False,CPU
+35,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1214.0,+108/-138,0.071,31.42,25.0,14.369,351.94,1.658,0.0,False,CPU
+36,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1206.0,+71/-86,0.021,31.77,29.62,12.542,36.48,0.329,0.0,False,CPU
+37,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1158.0,+63/-76,0.006,33.91,32.33,13.771,36.48,0.037,0.0,False,CPU
+38,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1118.0,+67/-72,0.0,35.56,34.12,15.534,2.18,0.039,0.0,False,CPU
+39,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1102.0,+85/-108,0.021,36.21,32.28,16.646,351.94,0.114,0.0,False,CPU
+40,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,1046.0,+145/-191,0.018,38.34,33.71,23.683,2.49,0.145,0.0,False,GPU
+41,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1022.0,+138/-176,0.024,39.18,35.21,20.34,1.51,0.111,0.0,False,CPU
+42,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+60/-87,0.0,39.92,39.15,18.698,0.2,0.021,0.0,False,CPU
+43,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,998.0,+87/-126,0.006,39.99,34.2,22.252,150.3,10.071,0.0,False,CPU
+44,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,950.0,+152/-228,0.005,41.48,38.36,31.109,43.64,0.081,0.0,False,CPU
+45,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,940.0,+106/-141,0.002,41.8,40.36,21.813,0.11,0.028,0.0,False,CPU
+46,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,897.0,+156/-249,0.003,42.99,40.6,32.052,43.64,0.018,0.0,False,CPU
+47,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,813.0,+58/-95,0.0,44.96,44.7,28.248,150.3,0.482,0.0,False,CPU
+48,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,785.0,+139/-247,0.0,45.52,44.41,34.158,0.19,0.019,0.0,False,CPU
+49,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,566.0,+107/-159,0.0,48.53,48.44,42.214,0.1,0.072,0.0,False,CPU
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+#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
+0,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1640.0,+68/-54,0.769,7.42,3.38,6.733,659.63,7.444,0.0,False,GPU
+1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1625.0,+97/-63,0.772,7.9,2.83,4.491,2289.05,8.049,0.0,False,GPU
+2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1580.0,+79/-58,0.717,9.4,3.65,5.571,2289.05,1.143,0.0,False,GPU
+3,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1565.0,+86/-62,0.728,9.98,4.34,6.23,6.76,0.636,0.0,False,GPU
+4,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1506.0,+68/-49,0.546,12.38,6.91,10.012,3770.75,21.902,0.0,False,GPU
+5,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1470.0,+83/-61,0.54,14.01,4.71,9.579,5119.36,218.711,0.0,False,GPU
+6,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1464.0,+54/-48,0.441,14.28,7.78,11.203,3716.07,2.547,0.0,False,CPU
+7,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1448.0,+59/-48,0.429,15.08,8.77,11.395,3553.12,1.741,0.0,False,GPU
+8,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1433.0,+76/-59,0.471,15.79,5.38,10.468,5119.36,28.351,0.0,False,GPU
+9,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1416.0,+56/-42,0.369,16.66,8.6,11.565,3770.75,1.778,0.0,False,GPU
+10,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1404.0,+35/-36,0.33,17.29,12.49,13.16,892.41,2.574,0.0,False,CPU
+11,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1381.0,+56/-51,0.333,18.49,10.3,12.378,3553.12,0.241,0.0,False,GPU
+12,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1374.0,+43/-44,0.286,18.91,13.0,13.197,2476.51,0.814,0.0,False,CPU
+13,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1367.0,+35/-28,0.254,19.29,14.08,13.63,892.41,0.346,0.0,False,CPU
+14,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1360.0,+46/-36,0.263,19.62,13.76,13.375,2476.51,0.101,0.0,False,CPU
+15,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1347.0,+47/-42,0.265,20.39,11.59,13.796,1126.71,2.941,0.0,False,GPU
+16,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1346.0,+72/-67,0.384,20.43,6.44,13.133,50.32,43.709,0.0,False,GPU
+17,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1340.0,+64/-61,0.296,20.78,8.22,13.813,6521.96,8.396,0.0,False,GPU
+18,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1338.0,+46/-42,0.211,20.86,9.44,13.58,6521.96,0.506,0.0,False,GPU
+19,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1335.0,+36/-38,0.233,21.01,15.28,14.196,884.18,2.368,0.0,False,CPU
+20,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1319.0,+37/-41,0.227,21.92,14.94,14.545,9.64,0.128,0.0,False,CPU
+21,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1317.0,+34/-37,0.193,22.02,15.86,14.406,884.18,0.393,0.0,False,CPU
+22,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1302.0,+56/-46,0.261,22.86,13.15,14.758,13.18,0.17,0.0,False,GPU
+23,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1294.0,+40/-44,0.201,23.35,13.19,14.927,1126.71,0.163,0.0,False,GPU
+24,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1273.0,+47/-50,0.158,24.52,16.34,15.112,3865.95,2.158,0.0,False,CPU
+25,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1268.0,+47/-45,0.162,24.79,15.52,16.137,3351.28,0.47,0.0,False,CPU
+26,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1246.0,+48/-54,0.135,26.05,13.88,17.276,16.27,0.321,0.0,False,GPU
+27,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1237.0,+48/-47,0.119,26.56,16.17,16.725,3351.28,0.056,0.0,False,CPU
+28,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1230.0,+39/-42,0.103,26.95,17.53,16.1,15.69,4.691,0.0,False,GPU
+29,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1224.0,+58/-62,0.16,27.29,15.32,17.165,1678.92,8.069,0.0,False,CPU
+30,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1217.0,+70/-64,0.135,27.68,16.72,18.687,499.14,1.466,0.0,False,CPU
+31,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1208.0,+51/-51,0.128,28.2,17.53,17.71,9.08,0.057,0.0,False,CPU
+32,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1201.0,+40/-47,0.087,28.58,18.73,17.016,3865.95,0.148,0.0,False,CPU
+33,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1180.0,+64/-62,0.105,29.74,16.59,19.553,499.14,0.207,0.0,False,CPU
+34,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1172.0,+54/-51,0.072,30.18,18.64,18.34,1678.92,0.826,0.0,False,CPU
+35,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1169.0,+40/-39,0.046,30.3,25.59,17.793,3.61,0.17,0.0,False,CPU
+36,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1168.0,+34/-37,0.031,30.4,24.97,17.712,3.29,0.253,0.0,False,CPU
+37,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1158.0,+58/-70,0.091,30.94,18.82,19.98,590.04,1.461,0.0,False,CPU
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+39,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1058.0,+48/-47,0.017,35.95,26.97,21.427,13.69,0.155,0.0,False,CPU
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+41,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+56/-75,0.008,38.52,32.45,25.48,0.51,0.089,0.0,False,CPU
+42,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,999.0,+50/-60,0.008,38.56,26.27,23.71,5.48,0.685,0.0,False,CPU
+43,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,998.0,+73/-96,0.019,38.58,25.8,26.644,111.84,1.215,0.0,False,CPU
+44,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,993.0,+72/-72,0.015,38.81,32.76,26.326,0.47,0.092,0.0,False,CPU
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+46,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,953.0,+84/-107,0.031,40.38,28.96,31.808,520.95,0.113,0.0,False,CPU
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+#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
+0,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1640.0,+95/-71,0.744,9.05,3.4,5.186,2166.18,7.945,0.0,False,GPU
+1,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1637.0,+78/-54,0.72,9.17,4.23,7.606,611.55,7.01,0.0,False,GPU
+2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1602.0,+66/-63,0.723,10.54,5.18,6.822,6.14,0.586,0.0,False,GPU
+3,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1597.0,+72/-62,0.693,10.73,4.24,6.284,2166.18,0.993,0.0,False,GPU
+4,🧠⚡,Foundation Model,[TabPFNv2 (tuned + ensembled)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1546.0,+74/-50,0.591,12.97,5.42,9.458,3899.42,55.833,0.0,False,GPU
+5,🧠🔁,Neural Network,[Mitra (default)](https://arxiv.org/abs/2510.21204),✔️,1516.0,+74/-47,0.559,14.46,5.84,10.623,136.59,3.391,0.0,False,GPU
+6,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1514.0,+54/-45,0.504,14.56,8.05,11.014,3547.04,20.963,0.0,False,GPU
+7,🧠🔁,Neural Network,[LimiX (default)](https://arxiv.org/abs/2509.03505),➖,1506.0,+74/-71,0.586,14.97,5.38,13.034,4.85,0.629,0.0,False,GPU
+8,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1468.0,+75/-61,0.481,16.95,5.43,10.616,4980.83,207.372,0.0,False,GPU
+9,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1459.0,+46/-52,0.384,17.46,9.83,12.287,3376.59,2.54,0.0,False,CPU
+10,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1446.0,+55/-50,0.373,18.19,10.24,12.487,3372.56,1.658,0.0,False,GPU
+11,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1442.0,+80/-69,0.445,18.39,5.94,11.415,4980.83,23.583,0.0,False,GPU
+12,🧠⚡,Foundation Model,[TabPFNv2 (tuned)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1439.0,+82/-69,0.434,18.6,6.82,12.024,3899.42,0.983,0.0,False,GPU
+13,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1422.0,+56/-47,0.337,19.55,10.33,12.593,3547.04,1.57,0.0,False,GPU
+14,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1398.0,+36/-36,0.258,20.98,15.0,14.456,771.57,2.49,0.0,False,CPU
+15,🧠⚡,Foundation Model,[TabPFNv2 (default)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1390.0,+71/-69,0.399,21.43,9.2,13.505,4.22,0.554,0.0,False,GPU
+16,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1384.0,+58/-51,0.284,21.83,11.77,13.499,3372.56,0.208,0.0,False,GPU
+17,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1382.0,+42/-37,0.24,21.91,15.08,14.384,2034.85,0.805,0.0,False,CPU
+18,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1368.0,+37/-33,0.219,22.76,16.26,14.581,2034.85,0.097,0.0,False,CPU
+19,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1366.0,+90/-66,0.381,22.88,6.96,14.141,48.9,43.804,0.0,False,GPU
+20,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1363.0,+36/-30,0.189,23.09,16.97,14.932,771.57,0.322,0.0,False,CPU
+21,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1342.0,+50/-45,0.205,24.36,14.6,15.104,1105.59,2.552,0.0,False,GPU
+22,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1338.0,+36/-36,0.181,24.6,18.37,15.506,828.74,2.312,0.0,False,CPU
+23,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1338.0,+73/-67,0.25,24.64,11.28,15.155,6147.69,8.149,0.0,False,GPU
+24,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1338.0,+46/-49,0.17,24.64,11.71,14.737,6147.69,0.485,0.0,False,GPU
+25,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1327.0,+48/-45,0.184,25.31,17.24,15.809,8.51,0.123,0.0,False,CPU
+26,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1320.0,+32/-34,0.142,25.71,18.6,15.718,828.74,0.336,0.0,False,CPU
+27,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1313.0,+54/-53,0.226,26.15,14.69,15.881,12.24,0.154,0.0,False,GPU
+28,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1296.0,+45/-40,0.151,27.25,16.29,16.243,1105.59,0.13,0.0,False,GPU
+29,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1282.0,+48/-45,0.12,28.07,18.33,17.283,2929.85,0.433,0.0,False,CPU
+30,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1275.0,+48/-54,0.124,28.54,20.3,16.303,3704.3,2.074,0.0,False,CPU
+31,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1267.0,+47/-42,0.118,28.99,15.86,17.906,16.16,0.307,0.0,False,GPU
+32,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1252.0,+52/-49,0.084,29.95,18.24,17.885,2929.85,0.054,0.0,False,CPU
+33,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1245.0,+42/-38,0.082,30.35,19.8,17.002,15.48,4.535,0.0,False,GPU
+34,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1236.0,+51/-62,0.142,30.9,16.77,18.355,1459.62,8.056,0.0,False,CPU
+35,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1219.0,+49/-53,0.078,31.95,19.88,18.772,8.47,0.054,0.0,False,CPU
+36,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1213.0,+60/-60,0.101,32.33,21.51,20.26,416.39,1.393,0.0,False,CPU
+37,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1203.0,+47/-48,0.065,32.91,21.43,18.22,3704.3,0.143,0.0,False,CPU
+38,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1181.0,+56/-61,0.063,34.18,20.76,19.544,1459.62,0.89,0.0,False,CPU
+39,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1177.0,+57/-61,0.069,34.43,22.54,21.094,416.39,0.179,0.0,False,CPU
+40,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1172.0,+37/-38,0.017,34.71,29.77,19.131,3.05,0.241,0.0,False,CPU
+41,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1158.0,+33/-41,0.021,35.5,31.12,19.359,3.39,0.158,0.0,False,CPU
+42,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1142.0,+56/-58,0.047,36.41,24.9,21.744,572.67,1.421,0.0,False,CPU
+43,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1103.0,+47/-48,0.019,38.56,25.42,22.52,572.67,0.143,0.0,False,CPU
+44,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1067.0,+50/-60,0.012,40.39,30.45,22.688,11.82,0.147,0.0,False,CPU
+45,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,1053.0,+71/-83,0.03,41.1,31.46,24.705,5.39,1.034,0.0,False,GPU
+46,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1010.0,+55/-66,0.0,43.07,28.88,24.827,5.18,0.652,0.0,False,CPU
+47,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,1004.0,+72/-90,0.012,43.34,31.16,28.179,100.58,1.106,0.0,False,CPU
+48,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,1003.0,+71/-108,0.044,43.36,30.05,31.292,504.17,0.629,0.0,False,CPU
+49,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1002.0,+83/-87,0.008,43.4,36.68,27.374,0.42,0.078,0.0,False,CPU
+50,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+55/-70,0.002,43.49,37.64,26.617,0.47,0.069,0.0,False,CPU
+51,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,980.0,+74/-108,0.03,44.33,31.71,31.725,504.17,0.103,0.0,False,CPU
+52,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,908.0,+78/-103,0.0,47.0,33.68,33.337,100.58,0.101,0.0,False,CPU
+53,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,903.0,+82/-129,0.019,47.19,34.88,34.211,2.51,0.137,0.0,False,CPU
+54,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,680.0,+97/-169,0.0,52.44,45.72,45.686,0.29,0.028,0.0,False,CPU
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+#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
+0,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1657.0,+98/-71,0.803,7.38,2.99,5.749,442.09,6.381,0.0,False,GPU
+1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1568.0,+110/-63,0.681,10.55,3.6,6.02,1923.88,9.103,0.0,False,GPU
+2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1545.0,+101/-57,0.687,11.52,4.71,7.098,4.91,0.694,0.0,False,GPU
+3,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1535.0,+101/-59,0.632,11.94,4.35,7.13,1923.88,1.329,0.0,False,GPU
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+5,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1500.0,+53/-56,0.508,13.58,8.76,10.144,2775.44,8.849,0.0,False,GPU
+6,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1475.0,+76/-57,0.463,14.8,7.23,10.795,2229.7,1.387,0.0,False,GPU
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+9,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1416.0,+81/-59,0.371,17.95,8.6,11.711,2229.7,0.133,0.0,False,GPU
+10,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1408.0,+61/-52,0.353,18.37,9.9,12.08,1055.6,0.482,0.0,False,CPU
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+13,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1400.0,+52/-56,0.298,18.83,9.7,11.944,2775.44,0.415,0.0,False,GPU
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+17,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1367.0,+94/-94,0.374,20.73,8.42,12.88,3383.91,8.396,0.0,False,GPU
+18,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1366.0,+58/-59,0.248,20.75,9.56,12.838,3383.91,0.51,0.0,False,GPU
+19,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1355.0,+65/-58,0.301,21.39,7.03,10.825,4982.66,42.199,0.0,False,GPU
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+22,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1318.0,+49/-41,0.197,23.61,15.72,13.457,2241.65,2.415,0.0,False,CPU
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+24,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1311.0,+52/-48,0.18,24.03,15.4,15.332,1560.02,0.404,0.0,False,CPU
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+26,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1283.0,+64/-72,0.243,25.68,9.36,14.197,49.67,43.824,0.0,False,GPU
+27,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1274.0,+51/-46,0.121,26.2,16.49,16.045,1560.02,0.052,0.0,False,CPU
+28,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1267.0,+50/-42,0.15,26.62,13.82,15.891,13.5,0.311,0.0,False,GPU
+29,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1267.0,+60/-64,0.152,26.62,16.59,15.482,559.38,4.08,0.0,False,CPU
+30,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1265.0,+44/-44,0.11,26.75,17.68,14.803,9.33,1.116,0.0,False,GPU
+31,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1248.0,+49/-52,0.123,27.77,17.29,17.1,4.98,0.049,0.0,False,CPU
+32,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1231.0,+66/-56,0.117,28.74,18.33,16.365,1.24,0.11,0.0,False,CPU
+33,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1226.0,+46/-39,0.077,29.08,19.82,15.668,2241.65,0.136,0.0,False,CPU
+34,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1191.0,+57/-63,0.061,31.05,19.79,17.521,559.38,0.276,0.0,False,CPU
+35,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1188.0,+51/-53,0.061,31.26,22.1,18.0,125.38,0.674,0.0,False,CPU
+36,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1179.0,+49/-34,0.047,31.73,27.14,17.148,0.81,0.093,0.0,False,CPU
+37,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1154.0,+51/-57,0.035,33.12,22.93,19.362,169.75,0.603,0.0,False,CPU
+38,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1146.0,+50/-53,0.038,33.56,23.89,19.162,125.38,0.069,0.0,False,CPU
+39,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1119.0,+43/-54,0.018,35.01,23.64,20.091,169.75,0.059,0.0,False,CPU
+40,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1093.0,+65/-48,0.019,36.39,27.59,20.071,4.95,0.091,0.0,False,CPU
+41,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1057.0,+64/-82,0.021,38.16,24.5,21.46,2.56,0.267,0.0,False,CPU
+42,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,1051.0,+84/-107,0.054,38.43,26.2,26.808,162.68,0.405,0.0,False,CPU
+43,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),➖,1045.0,+109/-116,0.099,38.71,22.36,25.52,0.85,0.129,0.0,False,GPU
+44,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,1022.0,+61/-103,0.017,39.74,28.61,24.212,139.84,3.917,0.0,False,CPU
+45,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,1022.0,+91/-118,0.039,39.75,27.56,27.502,162.68,0.054,0.0,False,CPU
+46,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+62/-79,0.013,40.7,33.84,24.287,0.25,0.029,0.0,False,CPU
+47,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,983.0,+73/-101,0.026,41.38,33.73,26.581,2.8,0.564,0.0,False,GPU
+48,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,959.0,+86/-119,0.024,42.33,30.48,29.448,0.84,0.094,0.0,False,CPU
+49,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,955.0,+75/-92,0.01,42.47,36.5,25.759,0.2,0.037,0.0,False,CPU
+50,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,915.0,+82/-136,0.0,43.91,31.65,29.325,139.84,0.193,0.0,False,CPU
+51,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,602.0,+105/-199,0.0,50.36,46.66,43.863,0.15,0.023,0.0,False,CPU
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+2,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1759.0,+141/-88,0.631,10.98,5.87,4.725,619.15,0.198,0.0,False,CPU
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+4,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1751.0,+113/-38,0.575,11.28,8.0,5.44,1633.8,2.053,0.0,False,GPU
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+7,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1701.0,+149/-83,0.524,13.3,8.51,7.923,86.85,0.668,0.0,False,CPU
+8,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1681.0,+192/-136,0.513,14.19,5.59,7.27,804.65,0.71,0.0,False,GPU
+9,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1679.0,+154/-138,0.544,14.26,7.1,6.907,2139.17,6.41,0.0,False,GPU
+10,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1660.0,+210/-122,0.489,15.1,5.39,8.381,842.24,15.119,0.0,False,GPU
+11,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1652.0,+124/-66,0.376,15.51,8.78,7.028,1633.8,0.088,0.0,False,GPU
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+13,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1625.0,+197/-156,0.458,16.73,6.29,7.978,804.65,0.063,0.0,False,GPU
+14,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1610.0,+194/-117,0.419,17.44,6.83,9.033,842.24,1.465,0.0,False,GPU
+15,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1582.0,+158/-128,0.416,18.81,7.95,8.63,2.3,0.896,0.0,False,GPU
+16,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1580.0,+163/-89,0.323,18.95,12.1,9.74,86.85,0.078,0.0,False,CPU
+17,🧠⚡,Foundation Model,[TabICL (default)](https://arxiv.org/abs/2502.05564),✔️,1564.0,+170/-166,0.42,19.72,8.41,9.211,8.53,3.578,0.0,False,GPU
+18,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1552.0,+126/-84,0.253,20.35,12.42,9.782,2139.17,0.349,0.0,False,GPU
+19,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1536.0,+178/-158,0.347,21.12,7.53,9.019,4860.88,475.791,0.0,False,GPU
+20,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1527.0,+95/-112,0.248,21.62,14.48,9.12,1156.69,1.558,0.0,False,CPU
+21,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1490.0,+141/-106,0.196,23.53,15.19,10.678,572.82,1.935,0.0,False,GPU
+22,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1478.0,+124/-111,0.174,24.2,17.96,12.87,270.2,0.192,0.0,False,CPU
+23,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1461.0,+126/-146,0.228,25.07,13.69,10.861,0.49,0.053,0.0,False,CPU
+24,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1454.0,+132/-118,0.163,25.44,19.32,12.698,572.82,0.109,0.0,False,GPU
+25,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1453.0,+156/-178,0.241,25.48,14.6,10.49,5.5,0.074,0.0,False,GPU
+26,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1431.0,+105/-129,0.123,26.67,20.62,11.432,371.59,2.386,0.0,False,CPU
+27,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1430.0,+81/-65,0.077,26.75,23.68,10.923,6.41,0.247,0.0,False,GPU
+28,🧠⚡,Foundation Model,[BetaTabPFN (default)](https://arxiv.org/abs/2502.02527),➖,1417.0,+121/-138,0.136,27.44,20.16,13.96,96.61,0.754,0.0,False,GPU
+29,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1404.0,+129/-107,0.091,28.11,24.03,13.997,270.2,0.015,0.0,False,CPU
+30,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1380.0,+97/-126,0.069,29.38,23.47,11.531,1156.69,0.054,0.0,False,CPU
+31,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1374.0,+134/-137,0.087,29.67,18.69,12.762,4860.88,42.641,0.0,False,GPU
+32,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1361.0,+129/-110,0.05,30.35,26.41,15.831,1.07,0.018,0.0,False,CPU
+33,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1343.0,+98/-137,0.069,31.22,28.09,12.461,0.29,0.033,0.0,False,CPU
+34,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1319.0,+52/-59,0.002,32.42,30.58,14.148,42.95,0.226,0.0,False,CPU
+35,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1314.0,+88/-85,0.008,32.69,29.68,13.953,8.34,0.25,0.0,False,GPU
+36,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1284.0,+174/-186,0.035,34.12,20.85,17.019,47.03,45.876,0.0,False,GPU
+37,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1280.0,+61/-90,0.0,34.32,32.02,13.457,40.36,0.318,0.0,False,CPU
+38,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1279.0,+74/-74,0.005,34.35,30.6,15.128,42.95,0.021,0.0,False,CPU
+39,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1278.0,+84/-119,0.036,34.41,29.27,15.031,371.59,0.102,0.0,False,CPU
+40,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1224.0,+66/-92,0.0,36.86,35.23,15.173,1.86,0.046,0.0,False,CPU
+41,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1218.0,+64/-73,0.0,37.12,35.45,15.174,40.36,0.028,0.0,False,CPU
+42,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1206.0,+134/-218,0.042,37.63,32.31,18.046,1.52,0.115,0.0,False,CPU
+43,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,1162.0,+147/-233,0.009,39.45,35.34,24.034,43.64,0.085,0.0,False,CPU
+44,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,1140.0,+101/-190,0.011,40.28,31.54,20.729,513.06,78.02,0.0,False,CPU
+45,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,1112.0,+166/-225,0.005,41.35,38.03,25.027,43.64,0.022,0.0,False,CPU
+46,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+88/-208,0.0,44.96,44.23,22.275,0.12,0.014,0.0,False,CPU
+47,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,982.0,+135/-219,0.0,45.44,43.9,26.73,0.22,0.024,0.0,False,CPU
+48,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,972.0,+202/-455,0.025,45.72,39.86,28.513,2.62,0.186,0.0,False,GPU
+49,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),➖,918.0,+91/-188,0.0,47.05,46.26,30.352,0.24,0.036,0.0,False,GPU
+50,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,916.0,+100/-247,0.0,47.09,46.63,24.142,0.1,0.021,0.0,False,CPU
+51,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,883.0,+76/-126,0.0,47.81,47.49,27.794,513.06,2.568,0.0,False,CPU
+52,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,514.0,+107/-398,0.0,52.27,52.24,45.591,0.11,0.087,0.0,False,CPU
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+#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
+0,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1582.0,+110/-77,0.748,8.48,3.33,7.287,593.57,8.084,0.0,False,GPU
+1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1579.0,+98/-56,0.789,8.57,4.04,6.466,5.96,0.554,0.0,False,GPU
+2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1574.0,+142/-69,0.753,8.74,3.16,5.03,2052.28,8.252,0.0,False,GPU
+3,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1547.0,+128/-57,0.713,9.74,3.78,6.337,2052.28,1.266,0.0,False,GPU
+4,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1435.0,+81/-50,0.471,14.72,9.21,12.183,2950.72,15.595,0.0,False,GPU
+5,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1425.0,+85/-56,0.434,15.23,8.35,12.33,2457.54,1.658,0.0,False,GPU
+6,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1415.0,+90/-69,0.417,15.75,8.92,11.866,1921.63,1.718,0.0,False,CPU
+7,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1402.0,+82/-72,0.465,16.4,5.52,9.204,5351.68,268.579,0.0,False,GPU
+8,🧠⚡,Foundation Model,[BetaTabPFN (default)](https://arxiv.org/abs/2502.02527),➖,1390.0,+81/-66,0.467,17.07,7.72,14.126,317.91,1.983,0.0,False,GPU
+9,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1370.0,+83/-73,0.385,18.2,5.58,10.014,5351.68,37.621,0.0,False,GPU
+10,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1366.0,+49/-38,0.31,18.4,12.57,14.198,512.57,1.18,0.0,False,CPU
+11,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1361.0,+85/-59,0.327,18.67,10.34,13.333,2457.54,0.178,0.0,False,GPU
+12,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1333.0,+44/-34,0.237,20.3,14.26,14.644,512.57,0.243,0.0,False,CPU
+13,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1330.0,+80/-60,0.259,20.46,10.21,14.072,2950.72,1.225,0.0,False,GPU
+14,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1319.0,+88/-68,0.243,21.12,8.79,14.168,4806.04,0.512,0.0,False,GPU
+15,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1310.0,+52/-43,0.224,21.68,14.73,15.257,1096.5,0.584,0.0,False,CPU
+16,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1309.0,+64/-47,0.253,21.73,13.86,15.195,4.81,0.08,0.0,False,CPU
+17,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1305.0,+53/-43,0.222,21.97,15.14,15.264,1096.5,0.074,0.0,False,CPU
+18,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1297.0,+88/-76,0.324,22.45,7.6,13.006,51.83,43.615,0.0,False,GPU
+19,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1290.0,+51/-68,0.214,22.82,12.25,15.211,711.84,2.983,0.0,False,GPU
+20,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1289.0,+47/-43,0.203,22.93,15.54,15.673,693.49,1.398,0.0,False,CPU
+21,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1278.0,+68/-61,0.262,23.55,12.39,16.117,10.08,0.152,0.0,False,GPU
+22,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1276.0,+114/-107,0.292,23.67,9.47,15.466,4806.04,8.461,0.0,False,GPU
+23,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1267.0,+48/-48,0.176,24.26,14.62,16.409,1634.54,0.422,0.0,False,CPU
+24,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1265.0,+62/-65,0.21,24.38,11.3,16.741,14.37,0.334,0.0,False,GPU
+25,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1264.0,+42/-33,0.149,24.39,16.25,16.038,693.49,0.194,0.0,False,CPU
+26,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1263.0,+53/-61,0.182,24.48,12.54,16.17,711.84,0.162,0.0,False,GPU
+27,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1259.0,+81/-56,0.167,24.72,16.57,15.336,2665.36,2.619,0.0,False,CPU
+28,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1243.0,+49/-50,0.134,25.68,14.64,16.945,1634.54,0.054,0.0,False,CPU
+29,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1224.0,+62/-72,0.163,26.88,15.4,17.235,644.55,5.974,0.0,False,CPU
+30,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1222.0,+52/-53,0.153,26.97,15.18,17.663,7.32,0.054,0.0,False,CPU
+31,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1221.0,+56/-50,0.123,27.02,16.05,16.483,10.89,2.249,0.0,False,GPU
+32,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1185.0,+72/-49,0.08,29.23,18.73,17.457,2665.36,0.143,0.0,False,CPU
+33,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1174.0,+64/-77,0.071,29.9,17.46,18.602,644.55,0.398,0.0,False,CPU
+34,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1167.0,+63/-83,0.087,30.28,19.64,19.966,203.15,0.968,0.0,False,CPU
+35,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1162.0,+61/-59,0.058,30.6,22.99,18.743,1.94,0.121,0.0,False,CPU
+36,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1132.0,+45/-51,0.033,32.32,27.15,19.177,2.44,0.121,0.0,False,CPU
+37,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1131.0,+59/-76,0.054,32.38,21.08,20.887,203.15,0.091,0.0,False,CPU
+38,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1107.0,+54/-85,0.049,33.76,20.87,21.614,484.22,1.025,0.0,False,CPU
+39,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),➖,1074.0,+108/-127,0.142,35.56,18.38,23.463,1.3,0.15,0.0,False,GPU
+40,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1073.0,+51/-82,0.024,35.64,21.78,22.235,484.22,0.086,0.0,False,CPU
+41,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1056.0,+61/-76,0.028,36.52,25.42,22.185,9.39,0.13,0.0,False,CPU
+42,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,1021.0,+89/-132,0.073,38.3,23.69,28.012,278.97,0.873,0.0,False,CPU
+43,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1012.0,+76/-85,0.012,38.71,22.33,22.938,2.97,0.388,0.0,False,CPU
+44,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+58/-111,0.018,39.3,30.97,25.166,0.42,0.041,0.0,False,CPU
+45,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,998.0,+96/-137,0.053,39.38,24.75,28.578,278.97,0.103,0.0,False,CPU
+46,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,988.0,+75/-112,0.019,39.87,27.69,25.72,90.71,1.623,0.0,False,CPU
+47,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,986.0,+81/-105,0.027,39.92,31.85,25.768,3.71,0.919,0.0,False,GPU
+48,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,964.0,+79/-130,0.015,40.92,33.63,26.469,0.33,0.043,0.0,False,CPU
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+#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
+0,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1600.0,+91/-54,0.729,10.36,5.33,7.184,5.52,0.529,0.0,False,GPU
+1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1588.0,+113/-69,0.685,10.87,4.46,5.826,2046.25,8.114,0.0,False,GPU
+2,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1584.0,+88/-56,0.662,11.04,4.67,8.183,592.15,8.082,0.0,False,GPU
+3,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1569.0,+104/-64,0.657,11.74,4.79,7.089,2046.25,1.254,0.0,False,GPU
+4,🧠🔁,Neural Network,[Mitra (default)](https://arxiv.org/abs/2510.21204),✔️,1510.0,+92/-60,0.585,14.67,5.88,10.733,144.27,3.772,0.0,False,GPU
+5,🧠⚡,Foundation Model,[TabPFNv2 (tuned + ensembled)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1497.0,+79/-54,0.512,15.33,6.23,10.68,3445.6,51.274,0.0,False,GPU
+6,🧠🔁,Neural Network,[LimiX (default)](https://arxiv.org/abs/2509.03505),➖,1486.0,+98/-79,0.565,15.96,5.68,11.297,3.76,0.527,0.0,False,GPU
+7,🧠⚡,Foundation Model,[TabICL (default)](https://arxiv.org/abs/2502.05564),✔️,1479.0,+79/-67,0.493,16.35,5.93,10.213,8.06,1.714,0.0,False,GPU
+8,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1442.0,+65/-50,0.385,18.49,11.6,13.145,2879.46,14.626,0.0,False,GPU
+9,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1438.0,+75/-59,0.362,18.78,9.99,13.186,2379.18,1.595,0.0,False,GPU
+10,🧠⚡,Foundation Model,[BetaTabPFN (default)](https://arxiv.org/abs/2502.02527),➖,1430.0,+69/-59,0.406,19.25,9.32,14.423,316.0,1.931,0.0,False,GPU
+11,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1419.0,+76/-58,0.339,19.93,11.82,12.9,1828.68,1.648,0.0,False,CPU
+12,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1419.0,+84/-68,0.391,19.94,6.64,10.011,5319.2,249.314,0.0,False,GPU
+13,🧠⚡,Foundation Model,[TabPFNv2 (tuned)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1415.0,+108/-75,0.407,20.2,6.42,13.416,3445.6,0.995,0.0,False,GPU
+14,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1399.0,+104/-71,0.361,21.18,6.68,10.637,5319.2,29.488,0.0,False,GPU
+15,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1381.0,+86/-58,0.273,22.36,12.32,14.163,2379.18,0.176,0.0,False,GPU
+16,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1376.0,+45/-44,0.233,22.67,15.32,15.222,449.53,1.149,0.0,False,CPU
+17,🧠⚡,Foundation Model,[TabPFNv2 (default)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1372.0,+96/-85,0.405,22.91,8.63,15.503,3.73,0.488,0.0,False,GPU
+18,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1352.0,+65/-52,0.22,24.25,12.67,14.896,2879.46,0.944,0.0,False,GPU
+19,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1347.0,+63/-58,0.225,24.59,10.35,14.824,4575.49,0.51,0.0,False,GPU
+20,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1347.0,+38/-37,0.17,24.6,17.27,15.649,449.53,0.215,0.0,False,CPU
+21,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1326.0,+105/-79,0.303,25.96,8.98,13.65,51.44,43.709,0.0,False,GPU
+22,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1326.0,+61/-49,0.189,25.97,16.69,16.157,4.7,0.08,0.0,False,CPU
+23,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1323.0,+56/-53,0.151,26.23,17.99,16.287,1081.93,0.556,0.0,False,CPU
+24,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1316.0,+56/-45,0.159,26.64,19.09,16.312,1081.93,0.074,0.0,False,CPU
+25,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1308.0,+67/-67,0.219,27.19,14.07,16.789,9.81,0.146,0.0,False,GPU
+26,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1302.0,+53/-58,0.162,27.58,15.63,16.244,592.34,2.767,0.0,False,GPU
+27,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1298.0,+52/-52,0.138,27.86,19.56,16.778,645.57,1.032,0.0,False,CPU
+28,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1295.0,+66/-71,0.174,28.07,13.53,17.352,14.36,0.311,0.0,False,GPU
+29,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1292.0,+50/-50,0.129,28.32,17.46,17.207,1618.46,0.415,0.0,False,CPU
+30,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1290.0,+97/-103,0.254,28.39,11.16,16.484,4575.49,8.396,0.0,False,GPU
+31,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1286.0,+69/-58,0.14,28.68,19.64,15.992,2576.18,2.415,0.0,False,CPU
+32,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1280.0,+54/-58,0.127,29.14,15.16,17.188,592.34,0.146,0.0,False,GPU
+33,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1275.0,+42/-42,0.084,29.47,19.6,17.137,645.57,0.172,0.0,False,CPU
+34,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1271.0,+52/-55,0.1,29.74,16.79,17.71,1618.46,0.054,0.0,False,CPU
+35,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1254.0,+54/-58,0.115,30.88,16.81,18.247,6.86,0.052,0.0,False,CPU
+36,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1253.0,+67/-78,0.143,30.93,17.0,17.887,618.9,5.468,0.0,False,CPU
+37,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1250.0,+55/-56,0.088,31.15,18.15,17.097,10.47,1.987,0.0,False,GPU
+38,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1213.0,+63/-50,0.062,33.59,21.56,17.997,2576.18,0.136,0.0,False,CPU
+39,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1206.0,+67/-74,0.058,34.09,19.4,19.212,618.9,0.352,0.0,False,CPU
+40,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1183.0,+84/-72,0.067,35.56,23.19,21.088,199.83,0.865,0.0,False,CPU
+41,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1172.0,+64/-60,0.025,36.23,29.08,19.888,1.77,0.119,0.0,False,CPU
+42,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1150.0,+78/-78,0.04,37.6,25.09,21.933,199.83,0.086,0.0,False,CPU
+43,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1144.0,+40/-43,0.018,38.0,32.13,20.296,2.2,0.12,0.0,False,CPU
+44,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),➖,1110.0,+95/-131,0.115,40.03,21.41,23.531,1.24,0.143,0.0,False,GPU
+45,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1108.0,+65/-85,0.02,40.14,26.17,22.968,440.56,0.933,0.0,False,CPU
+46,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1086.0,+75/-74,0.018,41.44,29.26,22.66,8.39,0.127,0.0,False,CPU
+47,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1078.0,+52/-79,0.004,41.88,24.91,23.518,440.56,0.085,0.0,False,CPU
+48,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,1057.0,+98/-123,0.071,43.04,26.02,28.113,273.27,0.715,0.0,False,CPU
+49,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1043.0,+78/-87,0.0,43.76,24.97,23.546,2.84,0.381,0.0,False,CPU
+50,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,1034.0,+94/-126,0.047,44.19,27.79,28.584,273.27,0.098,0.0,False,CPU
+51,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,1020.0,+83/-108,0.02,44.93,30.67,26.329,89.68,1.55,0.0,False,CPU
+52,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,1002.0,+98/-112,0.011,45.79,36.55,26.937,2.96,0.796,0.0,False,GPU
+53,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+63/-105,0.003,45.87,37.86,26.578,0.42,0.04,0.0,False,CPU
+54,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,989.0,+102/-139,0.03,46.39,30.04,30.404,1.44,0.138,0.0,False,CPU
+55,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,976.0,+93/-114,0.012,46.96,38.72,27.729,0.31,0.042,0.0,False,CPU
+56,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,953.0,+86/-138,0.001,47.95,30.7,30.595,89.68,0.12,0.0,False,CPU
+57,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,639.0,+130/-215,0.0,55.9,49.79,43.912,0.21,0.019,0.0,False,CPU
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+#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
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+1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1593.0,+81/-76,0.709,9.74,3.16,5.921,2046.25,8.976,0.0,False,GPU
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+28,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1266.0,+61/-60,0.169,26.82,15.31,17.277,618.9,4.766,0.0,False,CPU
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+30,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1252.0,+46/-45,0.125,27.62,15.26,17.837,14.78,0.346,0.0,False,GPU
+31,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1243.0,+40/-37,0.087,28.19,19.4,17.108,10.47,1.707,0.0,False,GPU
+32,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1232.0,+48/-52,0.106,28.81,19.48,17.195,1.77,0.117,0.0,False,CPU
+33,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1228.0,+47/-37,0.081,29.06,20.0,17.147,2389.22,0.152,0.0,False,CPU
+34,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1214.0,+52/-52,0.1,29.84,19.19,18.724,189.76,0.743,0.0,False,CPU
+35,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1195.0,+53/-59,0.074,30.91,19.12,19.123,618.9,0.298,0.0,False,CPU
+36,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1188.0,+64/-57,0.09,31.32,18.57,19.635,323.74,0.743,0.0,False,CPU
+37,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1188.0,+48/-38,0.065,31.32,26.28,18.263,1.79,0.12,0.0,False,CPU
+38,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1172.0,+54/-54,0.073,32.24,19.76,19.957,189.76,0.079,0.0,False,CPU
+39,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1150.0,+60/-56,0.062,33.44,18.14,20.504,323.74,0.076,0.0,False,CPU
+40,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1085.0,+45/-56,0.015,36.8,28.14,21.856,6.83,0.147,0.0,False,CPU
+41,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,1041.0,+86/-88,0.043,38.9,28.09,29.56,252.58,0.528,0.0,False,CPU
+42,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1038.0,+63/-67,0.017,39.03,26.67,24.207,2.91,0.368,0.0,False,CPU
+43,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,1019.0,+67/-93,0.02,39.87,26.93,27.374,139.84,3.615,0.0,False,CPU
+44,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),➖,1013.0,+86/-103,0.079,40.12,25.02,28.483,1.11,0.189,0.0,False,GPU
+45,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,1010.0,+87/-92,0.031,40.23,29.46,30.319,252.58,0.089,0.0,False,CPU
+46,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,1005.0,+73/-85,0.032,40.44,33.02,27.121,3.61,0.939,0.0,False,GPU
+47,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+58/-63,0.01,40.67,34.46,26.637,0.38,0.037,0.0,False,CPU
+48,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,947.0,+68/-72,0.008,42.72,37.34,28.882,0.25,0.041,0.0,False,CPU
+49,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,927.0,+94/-111,0.019,43.43,32.94,33.16,1.29,0.131,0.0,False,CPU
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+7,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1651.0,+120/-91,0.517,13.46,8.65,7.253,1624.54,1.763,0.0,False,GPU
+8,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1646.0,+218/-129,0.54,13.7,3.82,7.545,783.29,13.79,0.0,False,GPU
+9,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1626.0,+148/-132,0.53,14.59,7.55,7.556,2338.19,14.248,0.0,False,GPU
+10,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1604.0,+180/-118,0.462,15.6,6.08,8.633,1398.9,0.645,0.0,False,GPU
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+12,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1594.0,+205/-121,0.468,16.03,6.06,8.372,783.29,1.924,0.0,False,GPU
+13,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1567.0,+129/-90,0.338,17.34,9.49,8.727,1624.54,0.083,0.0,False,GPU
+14,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1554.0,+167/-78,0.346,17.97,11.64,9.811,93.21,0.087,0.0,False,CPU
+15,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1554.0,+190/-148,0.412,17.98,6.83,9.345,1398.9,0.062,0.0,False,GPU
+16,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1541.0,+154/-119,0.414,18.63,8.37,9.121,2.3,0.82,0.0,False,GPU
+17,🧠⚡,Foundation Model,[TabICL (default)](https://arxiv.org/abs/2502.05564),✔️,1518.0,+166/-148,0.413,19.76,8.93,9.743,7.51,3.146,0.0,False,GPU
+18,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1508.0,+114/-82,0.263,20.28,12.89,10.245,2338.19,0.54,0.0,False,GPU
+19,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1486.0,+156/-141,0.326,21.43,8.09,9.963,4805.66,461.797,0.0,False,GPU
+20,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1476.0,+89/-75,0.234,21.91,15.1,10.081,1169.3,1.442,0.0,False,CPU
+21,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1466.0,+146/-106,0.216,22.47,15.25,12.538,893.93,0.205,0.0,False,CPU
+22,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1438.0,+156/-129,0.255,23.92,13.66,10.925,0.47,0.052,0.0,False,CPU
+23,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1422.0,+131/-134,0.177,24.79,16.12,12.437,709.85,2.929,0.0,False,GPU
+24,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1398.0,+160/-107,0.139,26.12,19.84,13.588,893.93,0.016,0.0,False,CPU
+25,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1388.0,+130/-132,0.146,26.66,20.31,14.508,709.85,0.19,0.0,False,GPU
+26,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1385.0,+149/-155,0.217,26.8,15.57,12.673,5.67,0.081,0.0,False,GPU
+27,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1359.0,+84/-82,0.069,28.18,24.73,13.533,6.98,0.233,0.0,False,GPU
+28,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1357.0,+96/-140,0.11,28.29,21.75,14.453,389.62,2.114,0.0,False,CPU
+29,🧠⚡,Foundation Model,[BetaTabPFN (default)](https://arxiv.org/abs/2502.02527),➖,1350.0,+138/-132,0.122,28.69,21.21,15.914,84.36,0.919,0.0,False,GPU
+30,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1345.0,+81/-84,0.073,28.91,23.58,12.262,1169.3,0.053,0.0,False,CPU
+31,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1342.0,+125/-102,0.084,29.11,25.2,15.622,2.09,0.019,0.0,False,CPU
+32,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1329.0,+117/-121,0.078,29.75,19.44,13.696,4805.66,43.211,0.0,False,GPU
+33,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1327.0,+118/-103,0.062,29.86,22.08,13.691,52.45,0.219,0.0,False,CPU
+34,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1294.0,+94/-111,0.062,31.52,28.6,13.707,0.28,0.033,0.0,False,CPU
+35,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1289.0,+127/-116,0.063,31.78,23.78,14.607,52.45,0.021,0.0,False,CPU
+36,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1281.0,+79/-74,0.007,32.17,29.44,14.625,10.5,0.606,0.0,False,GPU
+37,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1262.0,+71/-88,0.025,33.1,30.65,13.747,38.42,0.32,0.0,False,CPU
+38,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1249.0,+123/-152,0.032,33.75,21.52,17.564,46.9,45.623,0.0,False,GPU
+39,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1218.0,+79/-144,0.032,35.18,30.19,17.632,389.62,0.112,0.0,False,CPU
+40,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1203.0,+77/-86,0.011,35.87,33.94,15.534,38.42,0.028,0.0,False,CPU
+41,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1179.0,+62/-68,0.0,36.96,35.47,16.733,1.87,0.046,0.0,False,CPU
+42,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1145.0,+110/-215,0.038,38.39,33.26,21.37,1.61,0.112,0.0,False,CPU
+43,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,1103.0,+142/-227,0.008,40.08,36.17,26.799,43.46,0.087,0.0,False,CPU
+44,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,1070.0,+93/-195,0.01,41.31,32.77,24.389,331.68,44.947,0.0,False,CPU
+45,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,1051.0,+151/-241,0.005,41.96,38.8,28.022,43.46,0.021,0.0,False,CPU
+46,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+102/-183,0.0,43.65,42.56,22.382,0.12,0.013,0.0,False,CPU
+47,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,927.0,+140/-232,0.0,45.73,44.31,29.594,0.2,0.023,0.0,False,CPU
+48,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,916.0,+205/-468,0.022,46.02,40.6,31.186,2.8,0.224,0.0,False,GPU
+49,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,884.0,+91/-212,0.0,46.79,46.36,26.748,0.09,0.019,0.0,False,CPU
+50,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),➖,861.0,+107/-173,0.0,47.32,46.59,32.966,0.2,0.033,0.0,False,GPU
+51,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,816.0,+64/-150,0.0,48.23,47.9,32.095,331.68,1.626,0.0,False,CPU
+52,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,451.0,+130/-393,0.0,52.34,52.31,49.299,0.12,0.101,0.0,False,CPU
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+#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
+0,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1621.0,+89/-68,0.765,7.91,3.4,7.988,610.76,8.082,0.0,False,GPU
+1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1605.0,+95/-83,0.761,8.43,2.98,5.358,2289.05,8.114,0.0,False,GPU
+2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1588.0,+82/-68,0.736,9.04,3.55,6.481,2289.05,1.254,0.0,False,GPU
+3,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1587.0,+87/-84,0.769,9.05,3.97,6.793,6.07,0.762,0.0,False,GPU
+4,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1470.0,+71/-56,0.499,13.99,8.09,11.927,3422.82,18.936,0.0,False,GPU
+5,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1448.0,+70/-57,0.44,15.11,8.48,13.246,3170.35,1.694,0.0,False,GPU
+6,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1438.0,+81/-56,0.408,15.62,8.07,12.901,3143.8,1.884,0.0,False,CPU
+7,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1416.0,+66/-62,0.457,16.78,5.78,11.489,5271.34,231.986,0.0,False,GPU
+8,🧠⚡,Foundation Model,[BetaTabPFN (default)](https://arxiv.org/abs/2502.02527),➖,1399.0,+74/-53,0.434,17.68,8.76,15.067,330.95,2.359,0.0,False,GPU
+9,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1388.0,+62/-63,0.345,18.27,10.0,14.216,3170.35,0.241,0.0,False,GPU
+10,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1386.0,+46/-33,0.31,18.39,12.83,14.934,735.1,1.901,0.0,False,CPU
+11,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1383.0,+68/-54,0.32,18.57,9.32,13.652,3422.82,1.534,0.0,False,GPU
+12,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1380.0,+70/-62,0.384,18.72,6.02,12.497,5271.34,33.986,0.0,False,GPU
+13,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1360.0,+48/-29,0.249,19.89,14.24,15.316,735.1,0.311,0.0,False,CPU
+14,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1345.0,+47/-39,0.246,20.75,14.59,15.222,1714.62,0.768,0.0,False,CPU
+15,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1340.0,+55/-50,0.227,21.06,9.12,14.753,6047.72,0.525,0.0,False,GPU
+16,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1334.0,+42/-38,0.228,21.39,15.26,15.413,1714.62,0.098,0.0,False,CPU
+17,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1322.0,+58/-58,0.242,22.07,12.42,15.908,1053.84,3.063,0.0,False,GPU
+18,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1314.0,+49/-44,0.21,22.55,15.66,16.175,797.9,2.228,0.0,False,CPU
+19,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1310.0,+53/-40,0.216,22.77,15.24,16.305,7.19,0.118,0.0,False,CPU
+20,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1308.0,+81/-81,0.273,22.93,10.09,15.656,6047.72,8.744,0.0,False,GPU
+21,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1304.0,+66/-53,0.265,23.13,12.73,16.81,10.78,0.17,0.0,False,GPU
+22,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1298.0,+46/-42,0.173,23.49,16.12,16.399,797.9,0.353,0.0,False,CPU
+23,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1293.0,+77/-78,0.306,23.79,7.55,15.602,51.44,43.709,0.0,False,GPU
+24,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1283.0,+48/-40,0.166,24.41,15.85,17.3,3351.28,0.544,0.0,False,CPU
+25,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1275.0,+57/-55,0.183,24.89,13.03,17.218,1053.84,0.169,0.0,False,GPU
+26,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1275.0,+57/-53,0.16,24.91,16.94,16.647,2977.49,2.415,0.0,False,CPU
+27,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1254.0,+47/-42,0.121,26.17,16.12,17.908,3351.28,0.064,0.0,False,CPU
+28,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1251.0,+61/-61,0.166,26.3,13.09,18.997,15.54,0.346,0.0,False,GPU
+29,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1248.0,+71/-62,0.189,26.54,13.9,18.299,1423.89,9.208,0.0,False,CPU
+30,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1234.0,+57/-48,0.142,27.33,16.49,18.862,8.03,0.059,0.0,False,CPU
+31,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1216.0,+46/-41,0.092,28.43,18.13,18.399,14.89,4.433,0.0,False,GPU
+32,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1207.0,+79/-69,0.126,28.96,17.02,20.517,399.55,1.466,0.0,False,CPU
+33,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1200.0,+46/-51,0.084,29.36,19.11,18.904,2977.49,0.156,0.0,False,CPU
+34,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1196.0,+61/-50,0.088,29.63,16.97,19.665,1423.89,0.749,0.0,False,CPU
+35,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1176.0,+43/-48,0.044,30.77,24.27,19.449,2.79,0.238,0.0,False,CPU
+36,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1168.0,+80/-76,0.094,31.24,17.28,21.549,399.55,0.174,0.0,False,CPU
+37,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1162.0,+48/-50,0.063,31.56,25.83,19.906,3.15,0.141,0.0,False,CPU
+38,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1153.0,+71/-87,0.099,32.1,17.65,21.772,571.65,1.39,0.0,False,CPU
+39,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1114.0,+72/-74,0.062,34.3,16.83,22.622,571.65,0.129,0.0,False,CPU
+40,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1062.0,+62/-63,0.021,37.04,26.37,23.697,11.29,0.204,0.0,False,CPU
+41,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),➖,1044.0,+97/-100,0.107,37.89,21.55,26.892,2.59,0.533,0.0,False,GPU
+42,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,1027.0,+75/-96,0.055,38.74,26.12,30.557,483.02,0.874,0.0,False,CPU
+43,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,1026.0,+72/-102,0.035,38.78,31.12,25.68,4.95,1.012,0.0,False,GPU
+44,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1009.0,+65/-65,0.009,39.55,25.04,25.23,5.04,0.646,0.0,False,CPU
+45,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,1007.0,+84/-107,0.023,39.66,25.44,28.452,121.17,1.63,0.0,False,CPU
+46,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,1002.0,+76/-98,0.04,39.88,27.22,31.151,483.02,0.113,0.0,False,CPU
+47,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+64/-71,0.014,39.96,32.48,28.169,0.46,0.068,0.0,False,CPU
+48,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,960.0,+77/-98,0.011,41.63,35.13,29.657,0.42,0.074,0.0,False,CPU
+49,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,926.0,+96/-133,0.026,42.94,30.32,34.444,2.39,0.143,0.0,False,CPU
+50,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,917.0,+99/-112,0.005,43.28,29.33,34.126,121.17,0.136,0.0,False,CPU
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+#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
+0,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1634.0,+83/-79,0.728,9.78,3.8,6.234,2168.17,7.961,0.0,False,GPU
+1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1631.0,+70/-57,0.747,9.87,4.93,7.553,5.99,0.633,0.0,False,GPU
+2,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1625.0,+85/-64,0.701,10.13,4.67,9.074,604.44,8.082,0.0,False,GPU
+3,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1614.0,+81/-69,0.702,10.59,4.34,7.377,2168.17,1.23,0.0,False,GPU
+4,🧠⚡,Foundation Model,[TabPFNv2 (tuned + ensembled)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1544.0,+69/-56,0.576,13.78,5.67,11.21,3445.6,48.236,0.0,False,GPU
+5,🧠🔁,Neural Network,[Mitra (default)](https://arxiv.org/abs/2510.21204),✔️,1536.0,+80/-59,0.593,14.17,6.16,11.857,146.65,4.101,0.0,False,GPU
+6,🧠🔁,Neural Network,[LimiX (default)](https://arxiv.org/abs/2509.03505),➖,1518.0,+87/-73,0.58,15.09,5.58,11.42,4.37,0.585,0.0,False,GPU
+7,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1486.0,+61/-44,0.447,16.86,9.64,13.101,3169.9,16.793,0.0,False,GPU
+8,🧠⚡,Foundation Model,[TabICL (default)](https://arxiv.org/abs/2502.05564),✔️,1459.0,+71/-61,0.447,18.45,6.6,12.877,8.89,1.743,0.0,False,GPU
+9,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1454.0,+71/-46,0.373,18.73,10.01,14.494,2828.45,1.596,0.0,False,GPU
+10,🧠⚡,Foundation Model,[TabPFNv2 (tuned)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1452.0,+82/-72,0.442,18.89,6.45,13.931,3445.6,0.995,0.0,False,GPU
+11,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1444.0,+66/-55,0.356,19.32,10.43,14.093,2898.23,1.884,0.0,False,CPU
+12,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1425.0,+77/-70,0.388,20.47,6.97,12.671,5119.36,231.986,0.0,False,GPU
+13,🧠⚡,Foundation Model,[BetaTabPFN (default)](https://arxiv.org/abs/2502.02527),➖,1424.0,+60/-53,0.369,20.56,10.58,15.951,330.95,2.023,0.0,False,GPU
+14,🧠⚡,Foundation Model,[TabPFNv2 (default)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1410.0,+84/-72,0.421,21.42,8.85,15.11,4.06,0.436,0.0,False,GPU
+15,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1400.0,+56/-54,0.297,22.04,11.42,14.802,3169.9,1.446,0.0,False,GPU
+16,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1400.0,+82/-72,0.355,22.07,7.06,13.572,5119.36,26.967,0.0,False,GPU
+17,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1399.0,+72/-51,0.29,22.12,11.71,15.476,2828.45,0.216,0.0,False,GPU
+18,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1388.0,+42/-35,0.23,22.83,15.77,16.363,647.56,1.72,0.0,False,CPU
+19,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1362.0,+37/-30,0.175,24.46,17.6,16.741,647.56,0.284,0.0,False,CPU
+20,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1356.0,+50/-36,0.186,24.9,17.76,16.602,1465.86,0.692,0.0,False,CPU
+21,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1355.0,+56/-50,0.195,24.97,11.03,15.889,5944.88,0.516,0.0,False,GPU
+22,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1342.0,+48/-35,0.173,25.77,18.98,16.823,1465.86,0.091,0.0,False,CPU
+23,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1326.0,+64/-56,0.23,26.84,14.3,18.007,10.42,0.155,0.0,False,GPU
+24,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1325.0,+46/-41,0.157,26.9,19.33,17.617,766.06,1.917,0.0,False,CPU
+25,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1323.0,+95/-83,0.242,27.06,11.78,17.015,5944.88,8.396,0.0,False,GPU
+26,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1320.0,+45/-44,0.159,27.23,18.32,17.726,5.72,0.11,0.0,False,CPU
+27,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1320.0,+87/-95,0.3,27.25,8.62,16.755,50.32,43.824,0.0,False,GPU
+28,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1320.0,+50/-53,0.172,27.25,16.63,17.396,934.1,2.767,0.0,False,GPU
+29,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1309.0,+39/-36,0.119,27.97,19.24,17.841,766.06,0.278,0.0,False,CPU
+30,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1297.0,+46/-41,0.117,28.77,18.8,18.633,2686.11,0.47,0.0,False,CPU
+31,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1294.0,+56/-54,0.135,28.96,20.03,17.813,2862.05,2.158,0.0,False,CPU
+32,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1283.0,+45/-58,0.14,29.68,15.39,19.49,14.8,0.337,0.0,False,GPU
+33,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1277.0,+50/-50,0.12,30.07,16.88,18.738,934.1,0.165,0.0,False,GPU
+34,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1275.0,+77/-87,0.174,30.22,15.28,19.42,1358.63,8.067,0.0,False,CPU
+35,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1269.0,+45/-48,0.083,30.63,18.46,19.24,2686.11,0.056,0.0,False,CPU
+36,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1244.0,+50/-47,0.089,32.25,19.07,20.124,7.4,0.057,0.0,False,CPU
+37,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1243.0,+44/-39,0.068,32.34,20.31,19.291,13.83,3.953,0.0,False,GPU
+38,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1219.0,+64/-78,0.076,33.88,19.08,20.796,1358.63,0.897,0.0,False,CPU
+39,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1213.0,+53/-43,0.061,34.25,22.19,20.109,2862.05,0.152,0.0,False,CPU
+40,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1199.0,+60/-67,0.076,35.15,24.0,22.25,370.85,1.466,0.0,False,CPU
+41,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1184.0,+45/-43,0.019,36.07,30.03,21.0,2.4,0.218,0.0,False,CPU
+42,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1160.0,+62/-70,0.046,37.55,25.98,23.266,370.85,0.161,0.0,False,CPU
+43,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1153.0,+36/-44,0.027,37.95,32.6,21.599,2.9,0.133,0.0,False,CPU
+44,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1133.0,+70/-69,0.043,39.17,25.14,23.712,527.42,1.39,0.0,False,CPU
+45,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1093.0,+61/-65,0.011,41.45,24.97,24.551,527.42,0.123,0.0,False,CPU
+46,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1081.0,+56/-63,0.014,42.1,30.05,24.892,10.38,0.188,0.0,False,CPU
+47,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),➖,1071.0,+83/-130,0.088,42.63,24.72,27.865,2.43,0.495,0.0,False,GPU
+48,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,1058.0,+100/-110,0.054,43.29,28.54,30.113,436.81,0.874,0.0,False,CPU
+49,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,1034.0,+89/-103,0.024,44.5,35.91,27.438,4.4,0.974,0.0,False,GPU
+50,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,1033.0,+101/-105,0.036,44.53,30.27,30.656,436.81,0.106,0.0,False,CPU
+51,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1032.0,+72/-81,0.0,44.59,27.79,26.107,4.73,0.623,0.0,False,CPU
+52,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,1008.0,+77/-109,0.015,45.72,32.67,30.107,113.26,1.55,0.0,False,CPU
+53,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+61/-83,0.003,46.1,38.93,29.212,0.45,0.066,0.0,False,CPU
+54,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,969.0,+75/-112,0.009,47.45,40.18,30.601,0.4,0.07,0.0,False,CPU
+55,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,958.0,+91/-127,0.023,47.9,33.34,33.436,2.16,0.139,0.0,False,CPU
+56,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,909.0,+87/-143,0.001,49.71,34.2,36.035,113.26,0.12,0.0,False,CPU
+57,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,600.0,+121/-261,0.0,56.33,51.43,49.89,0.26,0.023,0.0,False,CPU
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+#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
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+27,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1314.0,+158/-113,0.136,25.25,18.72,20.348,3901.28,2.028,0.0,False,CPU
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+31,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1273.0,+194/-174,0.234,27.57,11.87,24.011,2644.99,12.294,0.0,False,CPU
+32,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1273.0,+198/-187,0.227,27.57,9.69,22.052,737.91,0.316,0.0,False,CPU
+33,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1265.0,+210/-138,0.221,28.02,8.16,23.278,43.39,42.575,0.0,False,GPU
+34,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1247.0,+118/-131,0.098,28.99,20.71,22.692,3901.28,0.223,0.0,False,CPU
+35,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1246.0,+115/-89,0.063,29.06,25.43,20.308,4.72,0.542,0.0,False,CPU
+36,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1232.0,+137/-118,0.133,29.78,23.49,22.446,5.04,0.429,0.0,False,CPU
+37,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1221.0,+151/-140,0.122,30.37,16.99,25.129,2644.99,1.148,0.0,False,CPU
+38,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1202.0,+94/-115,0.032,31.38,25.09,25.131,17.94,0.691,0.0,False,GPU
+39,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1159.0,+68/-94,0.0,33.59,30.64,25.754,19.2,7.624,0.0,False,GPU
+40,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,1089.0,+135/-197,0.054,36.92,30.62,29.146,9.42,1.675,0.0,False,GPU
+41,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1055.0,+75/-117,0.0,38.37,30.41,28.55,13.69,0.314,0.0,False,CPU
+42,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,1006.0,+229/-348,0.031,40.34,22.09,39.232,151.69,2.346,0.0,False,CPU
+43,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+118/-185,0.0,40.55,36.98,35.45,0.74,0.137,0.0,False,CPU
+44,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,997.0,+100/-244,0.0,40.66,38.52,39.878,892.95,0.818,0.0,False,CPU
+45,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,959.0,+92/-261,0.0,42.01,39.7,40.883,892.95,0.146,0.0,False,CPU
+46,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,949.0,+131/-194,0.003,42.33,39.94,34.505,8.51,0.734,0.0,False,CPU
+47,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,906.0,+139/-185,0.0,43.69,40.86,40.594,0.69,0.137,0.0,False,CPU
+48,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),➖,844.0,+66/-133,0.0,45.37,45.16,39.593,5.05,1.013,0.0,False,GPU
+49,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,824.0,+265/-559,0.016,45.88,36.33,49.561,151.69,0.258,0.0,False,CPU
+50,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,746.0,+93/-250,0.0,47.53,47.17,47.08,4.53,0.164,0.0,False,CPU
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+9,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,5959.0,+0/-0,0.552,9.11,8.66,10.441,157.72,0.374,0.0,False,CPU
+10,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,5682.0,+0/-0,0.508,11.89,10.98,11.347,2688.02,0.24,0.0,False,CPU
+11,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,5671.0,+0/-0,0.518,12.0,11.9,11.168,466.47,1.036,0.0,False,CPU
+12,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,5573.0,+0/-0,0.499,13.0,12.51,11.536,2688.02,0.726,0.0,False,CPU
+13,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,5519.0,+0/-0,0.501,13.56,13.39,11.505,0.39,0.051,0.0,False,CPU
+14,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,5486.0,+0/-0,0.501,13.89,13.77,11.505,466.47,0.051,0.0,False,CPU
+15,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,5145.0,+0/-0,0.399,17.0,16.0,13.544,1.48,0.53,0.0,False,GPU
+16,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,5108.0,+0/-0,0.423,17.33,17.24,13.063,7.54,0.047,0.0,False,CPU
+17,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,5082.0,+0/-0,0.407,17.56,17.52,13.396,4423.24,29.2,0.0,False,GPU
+18,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,5032.0,+0/-0,0.389,18.0,17.84,13.739,17.7,0.086,0.0,False,CPU
+19,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,4812.0,+0/-0,0.354,19.67,19.62,14.412,4423.24,2.237,0.0,False,GPU
+20,🧠⚡,Foundation Model,[TabICL (default)](https://arxiv.org/abs/2502.05564),✔️,4739.0,+0/-0,0.348,20.11,20.02,14.523,2.82,1.073,0.0,False,GPU
+21,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,3202.0,+0/-0,0.25,22.11,22.11,16.353,20.98,0.329,0.0,False,CPU
+22,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,2532.0,+0/-0,0.132,24.22,24.17,18.457,4638.91,343.215,0.0,False,GPU
+23,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,2475.0,+0/-0,0.115,24.56,24.47,18.732,2389.31,0.267,0.0,False,CPU
+24,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,2475.0,+0/-0,0.113,24.56,24.51,18.777,20.98,0.027,0.0,False,CPU
+25,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,2456.0,+0/-0,0.109,24.67,24.61,18.841,2389.31,0.023,0.0,False,CPU
+26,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1738.0,+0/-0,0.0,27.44,27.43,20.674,14.87,1.855,0.0,False,GPU
+27,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1554.0,+0/-0,0.0,28.33,28.3,20.901,1993.14,0.452,0.0,False,GPU
+28,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1404.0,+0/-0,0.0,29.22,29.16,21.65,1993.14,0.059,0.0,False,GPU
+29,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1218.0,+0/-0,0.0,30.44,30.4,22.097,4638.91,43.781,0.0,False,GPU
+30,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1218.0,+0/-0,0.0,30.44,30.35,22.475,40.54,38.741,0.0,False,GPU
+31,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+0/-0,0.0,31.89,31.77,23.341,0.18,0.008,0.0,False,CPU
+32,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,821.0,+0/-0,0.0,33.0,32.98,23.568,1294.93,0.417,0.0,False,GPU
+33,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,665.0,+0/-0,0.0,33.89,33.86,24.01,1294.93,0.06,0.0,False,GPU
+34,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,599.0,+0/-0,0.0,34.22,34.18,24.919,0.18,0.04,0.0,False,CPU
+35,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,-215.0,+0/-0,0.0,36.11,36.11,28.274,1863.58,6.302,0.0,False,GPU
+36,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,-734.0,+0/-0,0.0,37.56,37.54,30.79,1863.58,1.131,0.0,False,GPU
+37,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,-788.0,+0/-0,0.0,37.78,37.75,30.768,3.96,0.025,0.0,False,CPU
+38,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,-1010.0,+0/-0,0.0,38.67,38.66,32.321,6.85,0.088,0.0,False,GPU
+39,🧠⚡,Foundation Model,[BetaTabPFN (default)](https://arxiv.org/abs/2502.02527),➖,-1462.0,+0/-0,0.0,39.89,39.89,33.496,66.06,1.792,0.0,False,GPU
+40,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,-2063.0,+0/-0,0.0,41.0,41.0,37.017,7.55,0.149,0.0,False,GPU
+41,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,-2631.0,+0/-0,0.0,42.11,42.11,41.044,569.0,0.17,0.0,False,CPU
+42,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,-2955.0,+0/-0,0.0,42.89,42.89,41.644,569.0,1.658,0.0,False,CPU
+43,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,-3626.0,+0/-0,0.0,44.11,44.11,50.207,0.07,0.015,0.0,False,CPU
+44,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,-4076.0,+0/-0,0.0,45.22,45.21,51.289,2.86,0.085,0.0,False,CPU
+45,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,-4255.0,+0/-0,0.0,45.78,45.77,51.687,30.41,0.089,0.0,False,CPU
+46,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,-4823.0,+0/-0,0.0,47.44,47.44,54.976,30.41,0.015,0.0,False,CPU
+47,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,-5018.0,+0/-0,0.0,48.33,48.32,55.365,0.13,0.014,0.0,False,CPU
+48,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,-5106.0,+0/-0,0.0,48.78,48.72,55.242,3.09,0.997,0.0,False,GPU
+49,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),➖,-5308.0,+0/-0,0.0,49.78,49.77,56.49,0.11,0.023,0.0,False,GPU
+50,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,-5500.0,+0/-0,0.0,50.56,50.54,57.332,76.27,3.054,0.0,False,CPU
+51,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,-6498.0,+0/-0,0.0,52.0,52.0,70.796,76.27,0.37,0.0,False,CPU
+52,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,-7418.0,+0/-0,0.0,53.0,53.0,82.671,0.14,0.136,0.0,False,CPU
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+#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
+0,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1780.0,+190/-78,0.821,6.49,3.79,10.304,1154.67,7.879,0.0,False,GPU
+1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1755.0,+239/-99,0.812,7.18,3.12,7.171,2742.37,1.218,0.0,False,GPU
+2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1736.0,+281/-137,0.793,7.75,2.66,6.592,2742.37,7.945,0.0,False,GPU
+3,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1648.0,+320/-180,0.703,10.83,3.96,8.027,11.21,0.845,0.0,False,GPU
+4,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1613.0,+210/-135,0.58,12.31,6.11,11.362,4471.59,21.354,0.0,False,GPU
+5,🧠🔁,Neural Network,[LimiX (default)](https://arxiv.org/abs/2509.03505),➖,1607.0,+176/-118,0.554,12.54,4.81,10.368,6.22,1.092,0.0,False,GPU
+6,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1586.0,+139/-72,0.498,13.48,7.68,12.584,4471.59,3.76,0.0,False,GPU
+7,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1547.0,+151/-75,0.456,15.33,9.15,16.178,5929.46,1.73,0.0,False,GPU
+8,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1538.0,+225/-90,0.37,15.8,7.22,16.193,6548.58,2.898,0.0,False,CPU
+9,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1500.0,+152/-80,0.399,17.71,9.33,17.039,5929.46,0.337,0.0,False,GPU
+10,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1485.0,+193/-157,0.422,18.51,7.3,18.473,4631.38,190.647,0.0,False,GPU
+11,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1481.0,+104/-65,0.293,18.73,15.09,15.318,3272.91,1.185,0.0,False,CPU
+12,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1474.0,+153/-80,0.298,19.1,14.57,17.306,1502.45,6.33,0.0,False,CPU
+13,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1469.0,+142/-72,0.274,19.4,15.11,17.496,1502.45,1.367,0.0,False,CPU
+14,🧠⚡,Foundation Model,[BetaTabPFN (default)](https://arxiv.org/abs/2502.02527),➖,1454.0,+136/-100,0.328,20.23,15.27,18.046,684.78,4.816,0.0,False,GPU
+15,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1450.0,+99/-57,0.224,20.42,16.47,16.053,3272.91,0.21,0.0,False,CPU
+16,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1447.0,+112/-130,0.308,20.59,13.61,18.168,2097.62,3.142,0.0,False,GPU
+17,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1441.0,+204/-163,0.384,20.91,8.16,20.039,4631.38,30.351,0.0,False,GPU
+18,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1432.0,+139/-101,0.197,21.42,13.4,16.443,7359.32,9.026,0.0,False,GPU
+19,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1429.0,+124/-86,0.232,21.59,16.53,17.647,2551.65,1.021,0.0,False,CPU
+20,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1429.0,+84/-52,0.167,21.61,10.61,16.711,7359.32,0.596,0.0,False,GPU
+21,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1418.0,+138/-86,0.22,22.21,16.65,17.847,2551.65,4.527,0.0,False,CPU
+22,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1411.0,+177/-111,0.278,22.59,14.24,19.041,19.65,0.236,0.0,False,GPU
+23,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1358.0,+80/-78,0.132,25.65,21.96,20.132,63121.14,0.827,0.0,False,CPU
+24,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1354.0,+196/-181,0.241,25.83,12.52,22.31,717.53,1.628,0.0,False,CPU
+25,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1347.0,+181/-110,0.118,26.24,18.68,20.717,4142.25,2.105,0.0,False,CPU
+26,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1346.0,+232/-170,0.252,26.32,11.2,21.631,2775.63,12.592,0.0,False,CPU
+27,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1338.0,+83/-58,0.094,26.77,23.03,19.786,64.18,0.255,0.0,False,CPU
+28,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1334.0,+100/-110,0.191,26.97,15.29,20.501,2097.62,0.515,0.0,False,GPU
+29,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1318.0,+195/-204,0.249,27.92,12.51,22.379,755.05,2.155,0.0,False,CPU
+30,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1308.0,+86/-80,0.076,28.47,23.93,20.964,63121.14,0.173,0.0,False,CPU
+31,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1308.0,+227/-212,0.252,28.5,7.67,23.486,46.25,45.74,0.0,False,GPU
+32,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1304.0,+202/-208,0.213,28.68,11.66,23.665,717.53,0.339,0.0,False,CPU
+33,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1294.0,+144/-116,0.111,29.24,22.8,22.606,20.91,0.126,0.0,False,CPU
+34,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1287.0,+213/-154,0.136,29.67,16.06,22.991,2775.63,1.431,0.0,False,CPU
+35,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1278.0,+174/-162,0.154,30.14,23.14,22.23,5.32,0.431,0.0,False,CPU
+36,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1270.0,+136/-128,0.105,30.56,20.74,23.361,4142.25,0.287,0.0,False,CPU
+37,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1260.0,+190/-218,0.175,31.12,10.31,23.912,755.05,0.317,0.0,False,CPU
+38,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1239.0,+52/-47,0.0,32.26,30.21,21.716,5.48,0.599,0.0,False,CPU
+39,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1224.0,+112/-120,0.035,33.05,26.03,25.903,20.96,0.482,0.0,False,GPU
+40,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1213.0,+75/-81,0.0,33.64,30.7,24.273,19.63,7.686,0.0,False,GPU
+41,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,1159.0,+107/-157,0.061,36.35,30.53,25.552,10.84,2.189,0.0,False,GPU
+42,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1087.0,+76/-138,0.0,39.56,30.71,28.351,14.75,0.337,0.0,False,CPU
+43,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,1079.0,+217/-372,0.046,39.91,20.86,36.721,173.37,1.638,0.0,False,CPU
+44,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,1050.0,+107/-233,0.0,41.06,38.81,38.3,905.14,0.875,0.0,False,CPU
+45,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,1016.0,+105/-262,0.0,42.37,39.96,38.97,905.14,0.175,0.0,False,CPU
+46,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+128/-228,0.0,42.93,39.25,37.253,0.85,0.148,0.0,False,CPU
+47,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,997.0,+163/-196,0.0,43.04,40.46,32.224,8.97,0.743,0.0,False,CPU
+48,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,943.0,+161/-236,0.0,44.77,41.62,39.279,0.78,0.147,0.0,False,CPU
+49,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),➖,904.0,+45/-136,0.0,45.89,45.69,37.24,5.83,1.167,0.0,False,GPU
+50,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,897.0,+264/-569,0.03,46.07,35.58,46.585,173.37,0.147,0.0,False,CPU
+51,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,786.0,+98/-282,0.0,48.56,48.16,45.98,4.72,0.188,0.0,False,CPU
+52,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,268.0,+117/-657,0.0,52.74,52.72,68.787,0.57,0.067,0.0,False,CPU
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+#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
+0,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1876.0,+270/-100,0.87,6.14,2.55,7.591,2710.27,7.889,0.0,False,GPU
+1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1852.0,+240/-92,0.851,6.75,3.29,8.338,2710.27,1.076,0.0,False,GPU
+2,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1838.0,+207/-77,0.833,7.12,4.7,12.046,1374.26,12.843,0.0,False,GPU
+3,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1799.0,+306/-137,0.807,8.24,3.94,8.785,10.23,0.844,0.0,False,GPU
+4,🧠⚡,Foundation Model,[TabPFNv2 (tuned + ensembled)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1788.0,+296/-112,0.791,8.58,4.37,12.979,3585.96,32.815,0.0,False,GPU
+5,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1708.0,+168/-44,0.653,11.4,6.17,12.954,4150.25,19.131,0.0,False,GPU
+6,🧠🔁,Neural Network,[LimiX (default)](https://arxiv.org/abs/2509.03505),➖,1688.0,+166/-61,0.628,12.2,5.26,11.831,5.85,0.91,0.0,False,GPU
+7,🧠🔁,Neural Network,[Mitra (default)](https://arxiv.org/abs/2510.21204),✔️,1680.0,+197/-107,0.622,12.51,7.31,15.607,205.23,4.488,0.0,False,GPU
+8,🧠⚡,Foundation Model,[TabPFNv2 (tuned)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1633.0,+220/-107,0.562,14.52,6.55,15.646,3585.96,1.167,0.0,False,GPU
+9,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1630.0,+135/-43,0.553,14.68,8.59,14.49,4150.25,3.423,0.0,False,GPU
+10,🧠⚡,Foundation Model,[TabPFNv2 (default)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1592.0,+203/-102,0.476,16.45,9.67,13.798,6.47,0.427,0.0,False,GPU
+11,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1575.0,+284/-135,0.414,17.28,7.5,18.07,7307.18,4.205,0.0,False,CPU
+12,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1549.0,+239/-110,0.412,18.59,10.08,18.854,5885.87,1.632,0.0,False,GPU
+13,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1513.0,+108/-46,0.303,20.47,17.01,17.651,3104.39,1.095,0.0,False,CPU
+14,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1497.0,+197/-114,0.346,21.34,10.08,19.852,5885.87,0.299,0.0,False,GPU
+15,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1481.0,+240/-202,0.377,22.22,8.34,21.539,4513.63,201.505,0.0,False,GPU
+16,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1474.0,+122/-64,0.203,22.61,14.46,18.788,7367.31,7.816,0.0,False,GPU
+17,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1470.0,+95/-49,0.218,22.86,18.63,18.528,3104.39,0.18,0.0,False,CPU
+18,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1468.0,+142/-63,0.236,22.95,18.11,20.186,2210.02,1.236,0.0,False,CPU
+19,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1460.0,+224/-87,0.219,23.37,17.51,20.164,1377.29,6.652,0.0,False,CPU
+20,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1455.0,+147/-63,0.221,23.69,18.61,20.414,2210.02,7.723,0.0,False,CPU
+21,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1450.0,+196/-70,0.188,23.97,18.81,20.379,1377.29,1.395,0.0,False,CPU
+22,🧠⚡,Foundation Model,[BetaTabPFN (default)](https://arxiv.org/abs/2502.02527),➖,1433.0,+202/-128,0.245,24.92,19.16,21.045,696.38,4.428,0.0,False,GPU
+23,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1431.0,+237/-220,0.338,25.04,8.66,23.355,4513.63,26.967,0.0,False,GPU
+24,🧠⚡,Foundation Model,[TabICL (default)](https://arxiv.org/abs/2502.05564),✔️,1424.0,+226/-151,0.294,25.44,10.59,21.754,12.57,2.243,0.0,False,GPU
+25,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1420.0,+212/-145,0.267,25.68,15.1,22.067,17.83,0.197,0.0,False,GPU
+26,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1412.0,+144/-153,0.205,26.15,21.17,21.235,1880.81,2.744,0.0,False,GPU
+27,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1410.0,+86/-72,0.092,26.26,14.18,19.439,7367.31,0.587,0.0,False,GPU
+28,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1381.0,+315/-274,0.276,27.89,11.42,24.53,2644.99,12.716,0.0,False,CPU
+29,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1347.0,+200/-164,0.121,29.89,21.48,23.884,4654.35,2.028,0.0,False,CPU
+30,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1340.0,+132/-106,0.076,30.27,25.3,23.387,36484.23,0.712,0.0,False,CPU
+31,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1320.0,+134/-78,0.06,31.45,27.13,22.957,264.83,0.227,0.0,False,CPU
+32,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1318.0,+331/-279,0.291,31.55,7.6,27.104,40.51,46.546,0.0,False,GPU
+33,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1289.0,+146/-150,0.099,33.19,27.21,23.905,1880.81,0.353,0.0,False,GPU
+34,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1289.0,+262/-248,0.134,33.2,18.09,26.079,2644.99,1.47,0.0,False,CPU
+35,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1282.0,+107/-99,0.027,33.59,27.61,24.339,36484.23,0.127,0.0,False,CPU
+36,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1278.0,+176/-198,0.106,33.8,27.13,26.121,717.36,1.838,0.0,False,CPU
+37,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1255.0,+115/-83,0.029,35.05,28.39,26.62,17.94,0.418,0.0,False,GPU
+38,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1247.0,+64/-58,0.0,35.52,33.72,24.705,4.72,0.714,0.0,False,CPU
+39,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1239.0,+180/-243,0.119,35.94,22.24,26.195,737.91,2.289,0.0,False,CPU
+40,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1232.0,+70/-89,0.0,36.29,33.66,26.605,20.73,8.179,0.0,False,GPU
+41,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1230.0,+181/-140,0.06,36.45,24.6,27.149,4654.35,0.223,0.0,False,CPU
+42,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1223.0,+101/-89,0.0,36.81,34.51,26.38,14.75,0.108,0.0,False,CPU
+43,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1212.0,+159/-217,0.065,37.39,29.45,27.709,717.36,0.326,0.0,False,CPU
+44,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1204.0,+196/-142,0.055,37.78,34.29,25.943,5.04,0.449,0.0,False,CPU
+45,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1160.0,+160/-231,0.033,40.02,25.17,27.997,737.91,0.316,0.0,False,CPU
+46,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,1156.0,+183/-247,0.067,40.22,33.93,29.106,9.81,2.345,0.0,False,GPU
+47,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,1069.0,+131/-286,0.0,44.15,42.1,36.78,892.95,0.895,0.0,False,CPU
+48,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1066.0,+132/-195,0.0,44.29,33.03,32.333,13.69,0.314,0.0,False,CPU
+49,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,1031.0,+119/-328,0.0,45.67,43.14,37.562,892.95,0.146,0.0,False,CPU
+50,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+170/-313,0.0,46.83,42.97,37.99,0.74,0.137,0.0,False,CPU
+51,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,985.0,+174/-259,0.0,47.35,44.55,34.643,8.51,0.828,0.0,False,CPU
+52,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,954.0,+212/-444,0.0,48.38,41.73,42.698,151.69,1.252,0.0,False,CPU
+53,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,932.0,+195/-360,0.0,49.06,45.92,40.173,0.69,0.137,0.0,False,CPU
+54,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),➖,851.0,+29/-142,0.0,51.27,51.09,42.312,5.05,1.013,0.0,False,GPU
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+0,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1816.0,+189/-125,0.812,6.26,2.56,1.486,1709.05,8.122,0.0,False,GPU
+1,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1783.0,+136/-84,0.791,7.1,2.64,2.397,4786.55,239.537,0.0,False,GPU
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+3,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1730.0,+107/-72,0.729,8.63,4.27,2.848,4786.55,38.501,0.0,False,GPU
+4,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1728.0,+113/-66,0.677,8.69,5.41,3.196,3995.01,10.051,0.0,False,GPU
+5,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1689.0,+174/-116,0.697,9.94,4.34,2.246,1709.05,0.812,0.0,False,GPU
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+8,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1606.0,+109/-79,0.517,12.99,7.92,4.177,3995.01,0.844,0.0,False,GPU
+9,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1600.0,+132/-117,0.506,13.21,5.41,5.528,3779.52,7.69,0.0,False,GPU
+10,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1600.0,+168/-119,0.557,13.21,7.34,3.758,7.04,0.508,0.0,False,GPU
+11,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1535.0,+106/-61,0.369,15.79,9.82,6.221,3552.96,0.966,0.0,False,CPU
+12,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1527.0,+93/-80,0.361,16.1,12.59,6.683,700.15,9.322,0.0,False,CPU
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+14,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1509.0,+110/-76,0.348,16.87,9.48,6.341,3552.96,0.105,0.0,False,CPU
+15,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1496.0,+140/-90,0.349,17.46,12.61,5.114,4158.29,1.41,0.0,False,GPU
+16,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1458.0,+87/-74,0.274,19.17,15.01,7.275,700.15,0.968,0.0,False,CPU
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+18,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1442.0,+56/-45,0.255,19.92,17.26,7.217,834.93,2.614,0.0,False,CPU
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+20,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1420.0,+60/-49,0.221,20.92,17.74,7.365,834.93,0.388,0.0,False,CPU
+21,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1419.0,+116/-86,0.265,20.96,12.86,7.527,3779.52,0.396,0.0,False,GPU
+22,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1409.0,+128/-104,0.25,21.44,14.82,6.071,4158.29,0.167,0.0,False,GPU
+23,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1404.0,+106/-103,0.262,21.68,15.62,7.922,10.89,0.092,0.0,False,CPU
+24,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1307.0,+92/-77,0.118,26.06,20.62,9.067,15.5,0.299,0.0,False,GPU
+25,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1304.0,+146/-119,0.161,26.23,20.14,7.789,13.32,0.131,0.0,False,GPU
+26,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1275.0,+127/-103,0.116,27.53,19.36,9.279,4608.59,1.233,0.0,False,CPU
+27,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1262.0,+132/-92,0.087,28.11,21.77,8.803,8.9,1.645,0.0,False,GPU
+28,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1234.0,+125/-104,0.107,29.43,21.54,11.617,158.22,0.844,0.0,False,CPU
+29,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1226.0,+40/-39,0.005,29.76,28.4,9.708,2.11,0.275,0.0,False,CPU
+30,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1211.0,+115/-100,0.081,30.44,22.91,10.071,4608.59,0.097,0.0,False,CPU
+31,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1206.0,+111/-97,0.082,30.68,20.81,11.83,158.22,0.151,0.0,False,CPU
+32,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1204.0,+84/-82,0.061,30.79,27.39,10.368,2.24,0.242,0.0,False,CPU
+33,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1179.0,+133/-168,0.117,31.89,23.15,12.864,2929.85,0.294,0.0,False,CPU
+34,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,1172.0,+114/-119,0.039,32.19,24.29,12.134,2.45,0.743,0.0,False,GPU
+35,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1170.0,+70/-88,0.035,32.28,29.71,12.388,515.73,0.771,0.0,False,CPU
+36,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1133.0,+66/-94,0.025,33.8,31.32,12.876,515.73,0.124,0.0,False,CPU
+37,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1129.0,+136/-171,0.088,33.95,24.71,13.402,2929.85,0.03,0.0,False,CPU
+38,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1084.0,+104/-126,0.014,35.69,31.52,13.769,0.47,0.055,0.0,False,CPU
+39,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1060.0,+128/-181,0.049,36.6,31.21,14.338,8.47,0.035,0.0,False,CPU
+40,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1057.0,+101/-120,0.02,36.71,34.25,13.746,540.06,2.672,0.0,False,CPU
+41,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1043.0,+84/-102,0.0,37.2,35.18,13.502,20.48,0.08,0.0,False,CPU
+42,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1000.0,+97/-105,0.01,38.71,37.01,14.233,540.06,0.325,0.0,False,CPU
+43,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+54/-79,0.0,38.71,37.38,14.393,0.53,0.062,0.0,False,CPU
+44,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,912.0,+150/-180,0.007,41.42,36.02,19.563,92.55,0.897,0.0,False,CPU
+45,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,869.0,+106/-170,0.0,42.56,41.65,18.494,2.6,0.392,0.0,False,CPU
+46,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,806.0,+150/-188,0.0,43.99,39.8,21.987,92.55,0.052,0.0,False,CPU
+47,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,672.0,+199/-297,0.0,46.39,39.43,29.17,0.19,0.04,0.0,False,CPU
+48,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,506.0,+138/-315,0.0,48.39,48.21,36.388,193.95,0.173,0.0,False,CPU
+49,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,459.0,+162/-378,0.0,48.83,48.63,36.561,193.95,0.074,0.0,False,CPU
+50,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,248.0,+141/-390,0.0,50.31,50.29,38.996,0.95,0.097,0.0,False,CPU
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+1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1971.0,+783/-126,0.802,6.31,4.21,1.696,735.58,0.714,0.0,False,GPU
+2,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1922.0,+681/-41,0.713,7.47,5.68,2.304,2526.28,3.717,0.0,False,GPU
+3,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1917.0,+1210/-123,0.782,7.6,2.16,1.293,4786.55,361.217,0.0,False,GPU
+4,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1909.0,+515/-11,0.661,7.8,4.92,3.331,473.01,8.73,0.0,False,CPU
+5,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1900.0,+797/-114,0.688,8.04,5.61,2.7,2028.29,1.675,0.0,False,GPU
+6,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1884.0,+532/-21,0.644,8.47,4.35,3.488,430.4,7.174,0.0,False,GPU
+7,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1850.0,+1175/-128,0.717,9.42,4.22,1.707,4786.55,41.599,0.0,False,GPU
+8,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1802.0,+856/-218,0.564,10.87,7.04,2.636,1.6,0.508,0.0,False,GPU
+9,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1753.0,+1086/-143,0.591,12.42,4.95,2.355,45.77,39.212,0.0,False,GPU
+10,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1721.0,+794/-134,0.535,13.47,8.53,3.741,2028.29,0.081,0.0,False,GPU
+11,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1684.0,+503/-95,0.474,14.71,9.45,4.288,425.61,0.615,0.0,False,GPU
+12,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1671.0,+376/-133,0.388,15.18,11.21,5.936,222.05,11.236,0.0,False,CPU
+13,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1650.0,+347/-105,0.356,15.93,8.83,6.099,1658.41,0.742,0.0,False,CPU
+14,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1623.0,+616/-142,0.443,16.89,13.4,4.108,2526.28,0.166,0.0,False,GPU
+15,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1619.0,+361/-178,0.35,17.04,7.26,6.197,1658.41,0.059,0.0,False,CPU
+16,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1618.0,+331/-121,0.326,17.09,13.63,6.24,222.05,0.968,0.0,False,CPU
+17,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1602.0,+522/-214,0.341,17.64,14.24,5.117,3440.87,0.619,0.0,False,GPU
+18,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1555.0,+327/-104,0.296,19.4,17.23,5.243,425.61,0.04,0.0,False,GPU
+19,🧠🔁,Neural Network,[LimiX (default)](https://arxiv.org/abs/2509.03505),➖,1545.0,+667/-210,0.305,19.76,5.04,4.564,2.06,0.755,0.0,False,GPU
+20,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1533.0,+425/-345,0.326,20.22,14.49,6.882,5.49,0.037,0.0,False,CPU
+21,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1526.0,+421/-182,0.24,20.44,18.38,5.96,3440.87,0.052,0.0,False,GPU
+22,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1509.0,+268/-136,0.217,21.09,19.43,6.83,282.13,1.74,0.0,False,CPU
+23,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1506.0,+647/-156,0.285,21.18,18.43,5.272,6.88,0.094,0.0,False,GPU
+24,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1497.0,+267/-142,0.197,21.51,19.3,6.953,282.13,0.388,0.0,False,CPU
+25,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1360.0,+317/-308,0.159,26.42,21.95,8.067,0.6,0.08,0.0,False,CPU
+26,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1330.0,+330/-211,0.091,27.49,25.06,7.827,5.03,0.025,0.0,False,GPU
+27,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,1305.0,+240/-126,0.011,28.33,27.32,8.79,2.28,0.13,0.0,False,GPU
+28,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1301.0,+209/-114,0.061,28.49,26.91,8.242,4348.61,0.528,0.0,False,CPU
+29,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1292.0,+283/-160,0.013,28.78,27.91,8.309,0.55,0.233,0.0,False,CPU
+30,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1219.0,+204/-297,0.038,31.24,29.53,9.231,4348.61,0.034,0.0,False,CPU
+31,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1199.0,+231/-316,0.0,31.89,30.73,9.7,6.75,0.235,0.0,False,GPU
+32,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1176.0,+359/-419,0.022,32.62,30.66,10.264,35.67,0.529,0.0,False,CPU
+33,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1156.0,+87/-156,0.0,33.27,33.0,9.993,79.08,0.546,0.0,False,CPU
+34,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1144.0,+260/-394,0.006,33.64,32.41,10.361,35.67,0.05,0.0,False,CPU
+35,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1127.0,+112/-248,0.0,34.16,33.79,10.297,79.08,0.057,0.0,False,CPU
+36,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1102.0,+387/-661,0.143,34.91,29.95,13.832,2044.56,0.128,0.0,False,CPU
+37,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1037.0,+193/-452,0.001,36.8,35.28,13.252,15.08,0.028,0.0,False,CPU
+38,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1029.0,+364/-709,0.114,37.02,33.51,14.402,2044.56,0.01,0.0,False,CPU
+39,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1026.0,+358/-676,0.006,37.11,35.07,12.06,0.17,0.049,0.0,False,CPU
+40,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+37/-248,0.0,37.82,37.67,11.446,0.43,0.053,0.0,False,CPU
+41,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,976.0,+370/-780,0.102,38.47,35.09,15.083,3.66,0.011,0.0,False,CPU
+42,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,848.0,+60/-540,0.0,41.4,41.16,14.323,318.98,0.827,0.0,False,CPU
+43,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,794.0,+54/-529,0.0,42.44,42.26,14.781,318.98,0.114,0.0,False,CPU
+44,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,789.0,+112/-640,0.0,42.53,42.33,18.087,142.58,1.184,0.0,False,CPU
+45,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,664.0,+83/-704,0.0,44.53,44.43,20.643,142.58,0.064,0.0,False,CPU
+46,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,607.0,+116/-707,0.0,45.27,45.07,18.384,1.36,0.111,0.0,False,CPU
+47,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,349.0,+100/-1185,0.0,47.51,47.41,28.1,0.06,0.034,0.0,False,CPU
+48,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,81.0,+131/-1638,0.0,48.92,48.92,39.828,44.3,0.048,0.0,False,CPU
+49,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,-114.0,+182/-2167,0.0,49.77,49.76,40.21,44.3,0.011,0.0,False,CPU
+50,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,-414.0,+224/-2121,0.0,50.8,50.8,43.378,0.13,0.018,0.0,False,CPU
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+#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
+0,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1763.0,+145/-63,0.797,6.79,3.07,3.087,4822.0,140.81,0.0,False,GPU
+1,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1746.0,+229/-93,0.729,7.27,3.69,2.545,709.58,5.864,0.0,False,GPU
+2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1740.0,+293/-144,0.782,7.42,2.5,1.659,2306.87,7.231,0.0,False,GPU
+3,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1716.0,+119/-54,0.737,8.13,4.31,3.561,4822.0,22.324,0.0,False,GPU
+4,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1686.0,+133/-56,0.67,9.09,5.29,3.505,4558.61,33.853,0.0,False,GPU
+5,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1612.0,+126/-52,0.606,11.7,4.66,4.689,48.13,42.001,0.0,False,GPU
+6,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1602.0,+145/-76,0.509,12.08,7.82,5.458,5805.42,4.31,0.0,False,CPU
+7,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1599.0,+238/-134,0.631,12.2,4.42,2.59,2306.87,0.902,0.0,False,GPU
+8,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1587.0,+131/-72,0.506,12.69,7.58,4.449,4558.61,2.234,0.0,False,GPU
+9,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1539.0,+225/-156,0.553,14.68,7.53,4.46,7.67,0.547,0.0,False,GPU
+10,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1516.0,+140/-75,0.377,15.7,10.55,6.298,4430.73,1.103,0.0,False,CPU
+11,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1494.0,+121/-71,0.345,16.68,13.64,7.15,1203.24,7.106,0.0,False,CPU
+12,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1492.0,+143/-72,0.347,16.76,11.72,6.43,4430.73,0.179,0.0,False,CPU
+13,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1491.0,+180/-93,0.376,16.79,5.25,7.543,8977.36,8.017,0.0,False,GPU
+14,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1479.0,+203/-101,0.355,17.34,11.77,5.112,4438.37,1.981,0.0,False,GPU
+15,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1471.0,+125/-94,0.321,17.74,10.77,6.601,2039.04,2.144,0.0,False,GPU
+16,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1440.0,+102/-35,0.278,19.19,16.13,7.459,1265.82,3.15,0.0,False,CPU
+17,🧠🔁,Neural Network,[LimiX (default)](https://arxiv.org/abs/2509.03505),➖,1431.0,+292/-243,0.497,19.6,5.84,18.512,6.44,0.709,0.0,False,GPU
+18,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1413.0,+102/-71,0.242,20.47,16.02,7.922,1203.24,0.956,0.0,False,CPU
+19,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1412.0,+96/-39,0.237,20.55,16.89,7.622,1265.82,0.476,0.0,False,CPU
+20,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1394.0,+135/-83,0.241,21.4,15.88,7.101,2039.04,0.109,0.0,False,GPU
+21,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1381.0,+203/-117,0.257,22.06,13.23,6.14,4438.37,0.231,0.0,False,GPU
+22,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1370.0,+154/-99,0.222,22.59,16.41,8.572,12.31,0.204,0.0,False,CPU
+23,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1352.0,+157/-92,0.154,23.51,12.54,9.663,8977.36,0.421,0.0,False,GPU
+24,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1313.0,+187/-132,0.205,25.44,17.93,7.765,22.14,0.179,0.0,False,GPU
+25,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1307.0,+151/-99,0.142,25.74,18.41,8.242,21.51,8.356,0.0,False,GPU
+26,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1284.0,+166/-166,0.15,26.92,16.47,9.927,5150.31,1.592,0.0,False,CPU
+27,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1273.0,+116/-149,0.159,27.44,18.16,12.463,664.2,1.363,0.0,False,CPU
+28,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1245.0,+114/-152,0.13,28.82,17.01,12.747,664.2,0.274,0.0,False,CPU
+29,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1239.0,+68/-67,0.013,29.12,22.27,11.438,26.36,0.302,0.0,False,GPU
+30,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1222.0,+166/-151,0.107,29.94,20.1,10.595,5150.31,0.136,0.0,False,CPU
+31,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1220.0,+186/-176,0.101,30.01,20.27,12.259,4333.58,0.422,0.0,False,CPU
+32,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1213.0,+58/-45,0.0,30.38,28.71,10.582,4.3,0.318,0.0,False,CPU
+33,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1185.0,+94/-140,0.057,31.67,27.97,13.884,675.17,1.541,0.0,False,CPU
+34,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1177.0,+185/-183,0.072,32.03,21.23,12.776,4333.58,0.037,0.0,False,CPU
+35,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1144.0,+53/-50,0.0,33.52,32.42,11.807,4.06,0.299,0.0,False,CPU
+36,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1143.0,+98/-144,0.041,33.57,29.95,14.489,675.17,0.206,0.0,False,CPU
+37,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1138.0,+99/-130,0.033,33.78,31.0,13.385,2214.9,7.795,0.0,False,CPU
+38,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,1120.0,+153/-223,0.056,34.61,22.72,14.224,10.2,2.718,0.0,False,GPU
+39,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1115.0,+97/-173,0.018,34.79,29.64,14.837,0.5,0.116,0.0,False,CPU
+40,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1100.0,+152/-182,0.016,35.44,29.19,13.873,16.01,0.041,0.0,False,CPU
+41,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1077.0,+95/-132,0.016,36.38,34.34,13.89,2214.9,0.838,0.0,False,CPU
+42,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1050.0,+118/-144,0.0,37.45,35.11,13.659,22.39,0.134,0.0,False,CPU
+43,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+87/-145,0.0,39.27,37.2,16.235,0.63,0.12,0.0,False,CPU
+44,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,956.0,+163/-363,0.011,40.72,32.95,20.486,88.43,0.512,0.0,False,CPU
+45,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,952.0,+90/-160,0.0,40.87,39.76,18.564,6.97,0.818,0.0,False,CPU
+46,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,852.0,+166/-381,0.0,43.65,37.37,22.826,88.43,0.051,0.0,False,CPU
+47,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,756.0,+184/-548,0.0,45.69,35.68,29.839,0.42,0.047,0.0,False,CPU
+48,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,600.0,+123/-419,0.0,48.06,47.79,34.237,777.57,0.312,0.0,False,CPU
+49,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,585.0,+130/-439,0.0,48.25,47.95,34.281,777.57,0.108,0.0,False,CPU
+50,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,399.0,+87/-397,0.0,50.0,49.97,36.257,3.91,0.126,0.0,False,CPU
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+#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
+0,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1738.0,+227/-92,0.724,8.07,4.14,2.676,669.92,5.859,0.0,False,GPU
+1,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1729.0,+168/-38,0.767,8.36,3.52,3.492,4663.16,132.911,0.0,False,GPU
+2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1723.0,+332/-141,0.764,8.56,2.6,1.797,2166.18,6.341,0.0,False,GPU
+3,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1699.0,+128/-34,0.721,9.38,4.73,3.903,4663.16,18.295,0.0,False,GPU
+4,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1682.0,+131/-57,0.676,10.01,5.56,3.736,4823.88,33.539,0.0,False,GPU
+5,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1626.0,+176/-56,0.627,12.17,4.57,4.903,47.35,39.185,0.0,False,GPU
+6,🧠⚡,Foundation Model,[TabPFNv2 (tuned + ensembled)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1607.0,+195/-116,0.601,13.01,5.36,3.411,6577.99,56.795,0.0,False,GPU
+7,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1592.0,+287/-164,0.619,13.66,4.39,2.725,2166.18,0.812,0.0,False,GPU
+8,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1568.0,+116/-54,0.451,14.73,9.53,6.052,6530.9,4.363,0.0,False,CPU
+9,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1565.0,+155/-64,0.462,14.89,8.5,4.84,4823.88,1.952,0.0,False,GPU
+10,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1557.0,+236/-169,0.583,15.25,7.94,4.606,7.15,0.501,0.0,False,GPU
+11,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1540.0,+116/-42,0.392,16.08,10.73,6.578,3558.14,0.966,0.0,False,CPU
+12,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1520.0,+129/-52,0.354,17.06,12.43,6.697,3558.14,0.105,0.0,False,CPU
+13,🧠🔁,Neural Network,[LimiX (default)](https://arxiv.org/abs/2509.03505),➖,1503.0,+250/-242,0.546,17.88,5.52,19.511,5.94,0.652,0.0,False,GPU
+14,🧠🔁,Neural Network,[Mitra (default)](https://arxiv.org/abs/2510.21204),✔️,1492.0,+191/-91,0.36,18.42,6.11,6.52,99.14,2.48,0.0,False,GPU
+15,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1476.0,+131/-107,0.309,19.23,11.16,7.027,2045.39,1.388,0.0,False,GPU
+16,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1475.0,+112/-68,0.303,19.3,15.45,7.822,1003.11,4.891,0.0,False,CPU
+17,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1459.0,+217/-133,0.328,20.15,13.53,5.499,4158.29,1.946,0.0,False,GPU
+18,🧠⚡,Foundation Model,[TabPFNv2 (tuned)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1440.0,+231/-181,0.391,21.16,9.88,5.382,6577.99,0.498,0.0,False,GPU
+19,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1437.0,+138/-67,0.266,21.28,11.17,8.679,9308.22,7.885,0.0,False,GPU
+20,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1428.0,+88/-37,0.229,21.77,18.45,8.1,933.42,2.759,0.0,False,CPU
+21,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1412.0,+127/-98,0.246,22.61,16.94,7.406,2045.39,0.104,0.0,False,GPU
+22,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1401.0,+91/-46,0.192,23.23,19.21,8.265,933.42,0.388,0.0,False,CPU
+23,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1399.0,+114/-70,0.201,23.35,18.34,8.659,1003.11,0.894,0.0,False,CPU
+24,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1385.0,+140/-87,0.219,24.07,16.92,9.129,10.91,0.197,0.0,False,CPU
+25,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1362.0,+218/-156,0.219,25.36,14.47,6.622,4158.29,0.208,0.0,False,GPU
+26,🧠⚡,Foundation Model,[TabPFNv2 (default)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1354.0,+232/-206,0.284,25.77,13.92,7.982,9.1,0.85,0.0,False,GPU
+27,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1299.0,+96/-60,0.073,28.81,20.91,10.902,9308.22,0.416,0.0,False,GPU
+28,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1293.0,+194/-163,0.171,29.15,18.85,13.262,623.85,1.144,0.0,False,CPU
+29,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1292.0,+215/-168,0.168,29.2,20.9,8.427,15.01,0.154,0.0,False,GPU
+30,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1287.0,+170/-106,0.118,29.44,22.47,8.943,23.19,8.523,0.0,False,GPU
+31,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1272.0,+170/-162,0.135,30.3,17.5,13.412,623.85,0.291,0.0,False,CPU
+32,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1250.0,+149/-168,0.091,31.47,21.51,12.707,2929.85,0.41,0.0,False,CPU
+33,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1228.0,+90/-90,0.015,32.61,24.17,12.445,27.82,0.299,0.0,False,GPU
+34,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1219.0,+163/-152,0.07,33.04,27.68,11.15,5692.02,1.354,0.0,False,CPU
+35,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1204.0,+166/-180,0.074,33.82,22.52,13.286,2929.85,0.037,0.0,False,CPU
+36,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1202.0,+47/-44,0.0,33.94,32.18,11.45,4.57,0.275,0.0,False,CPU
+37,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1198.0,+126/-178,0.06,34.14,29.95,14.807,633.57,1.512,0.0,False,CPU
+38,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1187.0,+188/-175,0.077,34.7,22.5,11.641,5692.02,0.131,0.0,False,CPU
+39,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1161.0,+120/-186,0.042,35.98,31.92,15.352,633.57,0.248,0.0,False,CPU
+40,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,1142.0,+154/-178,0.055,36.87,25.15,14.894,10.27,3.409,0.0,False,GPU
+41,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1142.0,+46/-60,0.0,36.87,35.63,12.598,3.79,0.311,0.0,False,CPU
+42,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1131.0,+130/-155,0.001,37.4,30.44,14.18,11.19,0.038,0.0,False,CPU
+43,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1128.0,+134/-196,0.002,37.53,32.07,15.73,0.47,0.117,0.0,False,CPU
+44,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1085.0,+62/-94,0.0,39.46,38.31,14.849,2248.07,7.53,0.0,False,CPU
+45,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1025.0,+68/-114,0.0,41.94,41.02,15.336,2248.07,0.89,0.0,False,CPU
+46,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1013.0,+116/-188,0.0,42.38,40.15,14.924,24.31,0.134,0.0,False,CPU
+47,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+109/-207,0.0,42.87,40.52,17.325,0.53,0.118,0.0,False,CPU
+48,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,982.0,+155/-419,0.0,43.54,34.61,21.384,84.3,0.438,0.0,False,CPU
+49,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,902.0,+53/-155,0.0,46.1,45.46,20.488,7.09,0.843,0.0,False,CPU
+50,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,877.0,+150/-428,0.0,46.82,39.94,23.664,84.3,0.05,0.0,False,CPU
+51,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,801.0,+167/-577,0.0,48.7,36.63,30.315,0.39,0.044,0.0,False,CPU
+52,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,607.0,+111/-430,0.0,52.0,51.7,36.055,779.18,0.247,0.0,False,CPU
+53,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,594.0,+126/-470,0.0,52.17,51.85,36.078,779.18,0.089,0.0,False,CPU
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+31,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1205.0,+49/-65,0.117,28.49,22.59,15.617,2832.8,0.112,0.0,False,CPU
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+33,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1187.0,+67/-72,0.119,29.46,21.04,17.388,594.95,4.651,0.0,False,CPU
+34,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1174.0,+70/-72,0.115,30.11,18.25,18.088,191.44,0.101,0.0,False,CPU
+35,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1169.0,+61/-69,0.084,30.35,22.42,17.981,377.08,0.747,0.0,False,CPU
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+38,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1109.0,+66/-85,0.081,33.35,21.78,19.015,594.95,0.337,0.0,False,CPU
+39,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,1033.0,+72/-74,0.058,36.76,25.12,23.637,3.14,0.741,0.0,False,GPU
+40,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1027.0,+59/-69,0.026,37.0,33.69,20.862,8.96,0.129,0.0,False,CPU
+41,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+69/-66,0.014,38.12,30.41,23.662,0.43,0.053,0.0,False,CPU
+42,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,972.0,+68/-86,0.023,39.2,35.14,25.503,129.1,1.627,0.0,False,CPU
+43,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,970.0,+77/-89,0.014,39.27,35.71,25.257,0.26,0.054,0.0,False,CPU
+44,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,969.0,+73/-80,0.029,39.31,36.05,22.958,3.12,0.312,0.0,False,CPU
+45,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,908.0,+84/-111,0.022,41.43,22.85,32.143,240.73,0.308,0.0,False,CPU
+46,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,871.0,+82/-112,0.017,42.56,30.24,32.729,240.73,0.068,0.0,False,CPU
+47,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,808.0,+88/-128,0.01,44.25,41.39,35.299,1.23,0.115,0.0,False,CPU
+48,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,804.0,+77/-92,0.01,44.33,42.72,31.641,129.1,0.103,0.0,False,CPU
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+7,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1596.0,+112/-75,0.446,13.33,8.51,6.757,763.16,0.246,0.0,False,CPU
+8,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1566.0,+103/-69,0.421,14.57,8.16,6.886,763.16,0.04,0.0,False,CPU
+9,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1564.0,+147/-120,0.434,14.67,10.09,7.852,2522.58,0.318,0.0,False,GPU
+10,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1560.0,+96/-65,0.371,14.8,10.43,7.44,289.35,0.706,0.0,False,CPU
+11,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1552.0,+161/-99,0.397,15.13,6.74,7.607,1993.57,0.581,0.0,False,GPU
+12,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1543.0,+109/-91,0.352,15.53,11.78,8.332,129.25,0.117,0.0,False,CPU
+13,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1532.0,+138/-116,0.396,16.0,9.61,7.939,1714.29,0.079,0.0,False,GPU
+14,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1529.0,+164/-124,0.4,16.13,8.01,6.506,1.91,0.668,0.0,False,GPU
+15,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1524.0,+111/-86,0.393,16.37,7.52,7.158,2.93,0.045,0.0,False,CPU
+16,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1502.0,+106/-85,0.332,17.33,12.89,7.674,289.35,0.08,0.0,False,CPU
+17,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1475.0,+149/-129,0.341,18.53,5.34,8.076,4532.14,387.927,0.0,False,GPU
+18,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1465.0,+149/-93,0.296,19.0,10.82,8.336,1993.57,0.06,0.0,False,GPU
+19,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1423.0,+116/-118,0.283,20.93,14.58,9.191,559.64,0.88,0.0,False,GPU
+20,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1411.0,+152/-149,0.299,21.5,8.17,10.666,4532.14,39.452,0.0,False,GPU
+21,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1382.0,+104/-97,0.179,22.87,17.76,11.539,559.64,0.051,0.0,False,GPU
+22,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1378.0,+131/-134,0.235,23.07,8.97,9.53,0.48,0.047,0.0,False,CPU
+23,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1375.0,+127/-114,0.191,23.2,19.49,10.925,5.42,0.078,0.0,False,GPU
+24,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1346.0,+80/-69,0.125,24.6,21.11,10.049,1803.23,1.199,0.0,False,CPU
+25,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1331.0,+130/-148,0.21,25.33,17.48,13.131,1535.55,0.182,0.0,False,CPU
+26,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1290.0,+130/-142,0.188,27.23,13.1,13.594,41.5,39.095,0.0,False,GPU
+27,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1288.0,+81/-70,0.055,27.33,25.1,12.893,6.54,0.294,0.0,False,GPU
+28,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1276.0,+95/-102,0.099,27.87,23.83,11.609,9.07,0.224,0.0,False,GPU
+29,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1239.0,+83/-96,0.057,29.6,27.08,12.534,1803.23,0.051,0.0,False,CPU
+30,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1236.0,+103/-99,0.048,29.73,24.05,12.859,65.73,0.23,0.0,False,CPU
+31,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1222.0,+98/-130,0.044,30.33,27.5,12.599,36.73,0.359,0.0,False,CPU
+32,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1218.0,+80/-93,0.03,30.53,28.9,12.025,0.34,0.07,0.0,False,CPU
+33,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1216.0,+135/-138,0.121,30.6,24.81,14.424,1535.55,0.013,0.0,False,CPU
+34,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1204.0,+113/-137,0.109,31.13,27.61,15.52,2.99,0.016,0.0,False,CPU
+35,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1203.0,+93/-86,0.037,31.17,27.59,13.195,65.73,0.025,0.0,False,CPU
+36,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1189.0,+115/-139,0.063,31.8,26.56,15.027,354.91,1.636,0.0,False,CPU
+37,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1148.0,+95/-121,0.021,33.53,31.16,14.978,36.73,0.038,0.0,False,CPU
+38,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1074.0,+77/-88,0.005,36.47,35.3,16.346,2.58,0.039,0.0,False,CPU
+39,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1049.0,+90/-96,0.011,37.4,35.95,17.593,354.91,0.094,0.0,False,CPU
+40,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,1005.0,+164/-230,0.017,38.93,33.65,25.288,2.55,0.157,0.0,False,GPU
+41,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+73/-113,0.0,39.1,38.22,18.839,0.24,0.022,0.0,False,CPU
+42,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,977.0,+96/-131,0.011,39.87,37.93,22.57,150.58,4.952,0.0,False,CPU
+43,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,933.0,+106/-153,0.015,41.2,39.26,21.097,1.49,0.113,0.0,False,CPU
+44,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,914.0,+167/-227,0.008,41.77,38.82,32.011,43.96,0.081,0.0,False,CPU
+45,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,908.0,+108/-152,0.001,41.93,40.6,22.415,0.13,0.022,0.0,False,CPU
+46,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,856.0,+156/-254,0.0,43.3,41.29,32.774,43.96,0.017,0.0,False,CPU
+47,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,787.0,+59/-118,0.0,44.87,44.64,29.026,150.58,0.546,0.0,False,CPU
+48,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,716.0,+107/-199,0.0,46.2,45.88,34.827,0.2,0.02,0.0,False,CPU
+49,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,540.0,+101/-189,0.0,48.47,48.38,42.676,0.1,0.068,0.0,False,CPU
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+#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
+0,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1636.0,+133/-80,0.686,7.58,2.52,3.789,2319.48,8.957,0.0,False,GPU
+1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1601.0,+120/-70,0.613,8.71,4.3,6.609,6.58,0.586,0.0,False,GPU
+2,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1586.0,+93/-71,0.607,9.25,4.24,7.334,657.21,7.989,0.0,False,GPU
+3,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1583.0,+118/-73,0.605,9.35,3.72,6.191,2319.48,0.942,0.0,False,GPU
+4,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1521.0,+89/-61,0.484,11.78,6.89,10.035,3855.22,24.935,0.0,False,GPU
+5,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1501.0,+59/-54,0.459,12.64,7.65,10.041,3351.09,1.56,0.0,False,CPU
+6,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1468.0,+97/-73,0.488,14.14,4.45,9.692,8059.77,364.288,0.0,False,GPU
+7,🧠🔁,Neural Network,[LimiX (default)](https://arxiv.org/abs/2509.03505),➖,1456.0,+93/-77,0.474,14.71,5.45,12.275,5.11,0.624,0.0,False,GPU
+8,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1446.0,+76/-75,0.402,15.21,7.8,11.353,3855.22,0.954,0.0,False,GPU
+9,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1426.0,+92/-83,0.438,16.17,5.13,10.94,8059.77,39.456,0.0,False,GPU
+10,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1410.0,+74/-63,0.35,17.03,9.34,12.139,3629.74,1.48,0.0,False,GPU
+11,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1395.0,+49/-43,0.264,17.76,14.34,13.451,833.03,2.182,0.0,False,CPU
+12,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1361.0,+67/-55,0.258,19.58,14.1,13.265,2448.79,0.814,0.0,False,CPU
+13,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1347.0,+74/-65,0.271,20.36,12.18,13.932,1346.37,2.149,0.0,False,GPU
+14,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1343.0,+73/-70,0.276,20.57,12.83,13.161,3629.74,0.189,0.0,False,GPU
+15,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1337.0,+60/-54,0.23,20.9,15.67,13.815,2448.79,0.078,0.0,False,CPU
+16,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1336.0,+60/-43,0.207,20.96,14.19,14.459,886.51,1.982,0.0,False,CPU
+17,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1325.0,+71/-76,0.272,21.61,10.38,14.708,6341.76,8.556,0.0,False,GPU
+18,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1322.0,+52/-49,0.198,21.78,17.8,14.478,833.03,0.435,0.0,False,CPU
+19,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1321.0,+62/-49,0.193,21.83,12.01,14.619,886.51,0.318,0.0,False,CPU
+20,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1320.0,+50/-45,0.181,21.85,16.14,14.531,8.39,0.139,0.0,False,CPU
+21,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1317.0,+87/-85,0.321,22.03,7.85,13.538,51.78,39.927,0.0,False,GPU
+22,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1309.0,+68/-67,0.231,22.5,10.84,14.095,6341.76,0.501,0.0,False,GPU
+23,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1288.0,+68/-61,0.208,23.68,11.95,14.901,1346.37,0.103,0.0,False,GPU
+24,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1282.0,+74/-56,0.175,24.03,14.51,15.925,3249.24,0.548,0.0,False,CPU
+25,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1279.0,+71/-62,0.215,24.17,15.22,15.488,13.71,0.149,0.0,False,GPU
+26,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1270.0,+62/-68,0.169,24.69,16.32,15.198,16.6,4.299,0.0,False,GPU
+27,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1250.0,+50/-60,0.153,25.81,19.29,15.496,3693.32,2.14,0.0,False,CPU
+28,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1244.0,+64/-60,0.15,26.17,12.07,16.566,3249.24,0.059,0.0,False,CPU
+29,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1213.0,+77/-61,0.127,27.92,14.0,17.458,9.93,0.052,0.0,False,CPU
+30,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1212.0,+73/-78,0.125,27.97,13.54,18.902,14.9,0.323,0.0,False,GPU
+31,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1208.0,+82/-76,0.138,28.17,19.51,19.083,497.58,1.147,0.0,False,CPU
+32,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1196.0,+64/-71,0.137,28.83,21.74,17.098,3693.32,0.131,0.0,False,CPU
+33,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1188.0,+83/-87,0.136,29.26,20.25,18.568,1666.78,7.827,0.0,False,CPU
+34,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1185.0,+86/-87,0.15,29.46,16.02,19.577,497.58,0.163,0.0,False,CPU
+35,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1148.0,+76/-74,0.093,31.44,23.1,20.32,575.62,1.155,0.0,False,CPU
+36,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1140.0,+56/-61,0.079,31.85,27.22,18.504,3.63,0.218,0.0,False,CPU
+37,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1130.0,+56/-64,0.052,32.36,28.08,18.427,3.1,0.207,0.0,False,CPU
+38,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1128.0,+71/-93,0.106,32.47,20.92,19.793,1666.78,0.561,0.0,False,CPU
+39,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1099.0,+66/-74,0.046,33.99,27.62,21.333,575.62,0.147,0.0,False,CPU
+40,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,1041.0,+93/-104,0.07,36.75,23.22,23.137,6.09,0.951,0.0,False,GPU
+41,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1011.0,+60/-89,0.028,38.11,33.87,22.946,12.68,0.155,0.0,False,CPU
+42,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+72/-86,0.02,38.57,28.53,25.864,0.51,0.085,0.0,False,CPU
+43,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,988.0,+78/-86,0.018,39.08,35.07,26.623,0.43,0.081,0.0,False,CPU
+44,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,979.0,+57/-96,0.03,39.44,35.96,23.922,5.83,0.571,0.0,False,CPU
+45,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,970.0,+65/-114,0.028,39.81,34.88,26.92,116.3,1.243,0.0,False,CPU
+46,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,904.0,+86/-105,0.028,42.24,19.72,32.392,520.62,0.491,0.0,False,CPU
+47,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,874.0,+89/-114,0.024,43.19,27.61,32.903,520.62,0.097,0.0,False,CPU
+48,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,834.0,+102/-146,0.014,44.39,40.65,35.691,2.59,0.129,0.0,False,CPU
+49,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,808.0,+77/-124,0.014,45.08,43.04,32.92,116.3,0.075,0.0,False,CPU
+50,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,616.0,+96/-191,0.0,48.78,48.35,45.084,0.37,0.035,0.0,False,CPU
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+#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
+0,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1662.0,+123/-83,0.681,7.94,2.68,4.083,2200.35,8.314,0.0,False,GPU
+1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1641.0,+86/-70,0.624,8.62,4.92,6.963,6.21,0.561,0.0,False,GPU
+2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1608.0,+112/-89,0.599,9.85,4.13,6.6,2200.35,0.882,0.0,False,GPU
+3,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1581.0,+100/-81,0.579,10.88,4.62,7.89,625.63,7.662,0.0,False,GPU
+4,🧠⚡,Foundation Model,[TabPFNv2 (tuned + ensembled)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1544.0,+104/-79,0.512,12.47,5.25,9.548,3650.56,52.333,0.0,False,GPU
+5,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1542.0,+73/-57,0.484,12.55,7.17,10.583,3565.03,23.942,0.0,False,GPU
+6,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1494.0,+64/-52,0.422,14.85,8.48,10.816,3035.75,1.498,0.0,False,CPU
+7,🧠🔁,Neural Network,[Mitra (default)](https://arxiv.org/abs/2510.21204),✔️,1492.0,+85/-71,0.426,14.95,7.23,10.796,137.76,3.046,0.0,False,GPU
+8,🧠🔁,Neural Network,[LimiX (default)](https://arxiv.org/abs/2509.03505),➖,1478.0,+93/-77,0.462,15.65,5.54,12.913,4.66,0.611,0.0,False,GPU
+9,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1469.0,+101/-74,0.458,16.12,4.82,10.352,7821.64,382.96,0.0,False,GPU
+10,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1462.0,+66/-66,0.396,16.47,8.59,11.945,3565.03,0.706,0.0,False,GPU
+11,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1430.0,+110/-75,0.415,18.24,5.58,11.612,7821.64,39.414,0.0,False,GPU
+12,🧠⚡,Foundation Model,[TabPFNv2 (tuned)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1419.0,+91/-76,0.355,18.83,10.17,12.117,3650.56,0.543,0.0,False,GPU
+13,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1405.0,+86/-73,0.325,19.64,10.49,12.789,3407.57,1.449,0.0,False,GPU
+14,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1376.0,+57/-44,0.204,21.32,17.79,14.548,780.12,2.129,0.0,False,CPU
+15,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1366.0,+66/-62,0.232,21.92,15.71,14.21,2234.83,0.653,0.0,False,CPU
+16,🧠⚡,Foundation Model,[TabPFNv2 (default)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1356.0,+87/-62,0.324,22.52,8.57,13.444,4.97,0.545,0.0,False,GPU
+17,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1336.0,+83/-72,0.248,23.68,15.28,13.869,3407.57,0.173,0.0,False,GPU
+18,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1334.0,+105/-86,0.327,23.82,7.82,14.157,51.52,40.033,0.0,False,GPU
+19,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1333.0,+73/-58,0.222,23.85,16.69,14.964,1216.65,2.007,0.0,False,GPU
+20,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1333.0,+59/-51,0.194,23.85,18.67,14.839,2234.83,0.071,0.0,False,CPU
+21,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1327.0,+50/-54,0.165,24.2,19.28,15.598,848.99,1.866,0.0,False,CPU
+22,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1326.0,+95/-77,0.244,24.3,16.0,15.646,6308.39,7.737,0.0,False,GPU
+23,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1320.0,+58/-47,0.16,24.62,17.69,15.572,8.13,0.126,0.0,False,CPU
+24,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1317.0,+78/-84,0.217,24.82,12.21,14.8,6308.39,0.477,0.0,False,GPU
+25,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1313.0,+60/-51,0.151,25.06,13.64,15.742,848.99,0.298,0.0,False,CPU
+26,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1304.0,+72/-62,0.151,25.61,20.96,15.595,780.12,0.381,0.0,False,CPU
+27,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1294.0,+73/-68,0.176,26.21,15.54,16.739,2961.52,0.521,0.0,False,CPU
+28,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1290.0,+65/-57,0.164,26.45,16.92,15.72,16.29,4.082,0.0,False,GPU
+29,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1284.0,+80/-82,0.207,26.82,17.19,16.14,13.3,0.146,0.0,False,GPU
+30,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1274.0,+70/-67,0.157,27.44,19.34,15.938,1216.65,0.097,0.0,False,GPU
+31,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1250.0,+74/-66,0.142,28.85,12.92,17.471,2961.52,0.054,0.0,False,CPU
+32,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1250.0,+68/-64,0.137,28.88,22.23,16.216,3460.09,2.057,0.0,False,CPU
+33,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1224.0,+80/-78,0.116,30.42,14.17,18.085,9.77,0.046,0.0,False,CPU
+34,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1223.0,+69/-63,0.113,30.52,13.73,19.271,14.5,0.3,0.0,False,GPU
+35,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1203.0,+87/-86,0.138,31.68,21.35,19.33,1453.07,6.678,0.0,False,CPU
+36,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1196.0,+73/-84,0.103,32.11,24.77,20.448,418.39,0.972,0.0,False,CPU
+37,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1183.0,+69/-66,0.1,32.85,26.26,17.821,3460.09,0.121,0.0,False,CPU
+38,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1174.0,+74/-87,0.126,33.33,19.28,20.873,418.39,0.147,0.0,False,CPU
+39,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1141.0,+80/-84,0.104,35.24,21.86,20.613,1453.07,0.637,0.0,False,CPU
+40,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1134.0,+78/-99,0.067,35.61,26.54,21.785,563.93,0.997,0.0,False,CPU
+41,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1123.0,+53/-61,0.028,36.21,33.38,19.728,2.86,0.19,0.0,False,CPU
+42,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1112.0,+53/-68,0.037,36.83,33.62,19.956,3.28,0.179,0.0,False,CPU
+43,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1091.0,+71/-90,0.042,37.89,31.53,22.688,563.93,0.149,0.0,False,CPU
+44,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,1048.0,+93/-107,0.073,40.09,23.76,24.424,5.55,0.867,0.0,False,GPU
+45,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1011.0,+78/-85,0.028,41.82,36.56,23.923,9.39,0.15,0.0,False,CPU
+46,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+86/-110,0.021,42.29,32.32,26.668,0.48,0.074,0.0,False,CPU
+47,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,988.0,+92/-122,0.02,42.79,38.51,27.3,0.38,0.075,0.0,False,CPU
+48,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,984.0,+82/-97,0.027,42.97,39.0,24.547,5.2,0.522,0.0,False,CPU
+49,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,958.0,+74/-86,0.007,44.06,41.64,28.135,101.2,1.135,0.0,False,CPU
+50,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,919.0,+86/-112,0.03,45.55,19.46,32.177,497.63,0.481,0.0,False,CPU
+51,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,891.0,+85/-107,0.025,46.5,27.98,32.668,497.63,0.084,0.0,False,CPU
+52,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,855.0,+97/-122,0.012,47.67,43.57,34.952,2.47,0.121,0.0,False,CPU
+53,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,779.0,+85/-116,0.0,49.73,48.99,34.443,101.2,0.065,0.0,False,CPU
+54,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,631.0,+109/-168,0.0,52.58,52.11,45.322,0.28,0.026,0.0,False,CPU
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+1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1580.0,+109/-77,0.61,9.6,3.24,5.263,1877.76,10.745,0.0,False,GPU
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+30,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1227.0,+75/-90,0.154,27.75,19.43,16.538,561.29,4.462,0.0,False,CPU
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+32,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1204.0,+76/-65,0.14,29.1,22.97,15.932,2206.58,0.107,0.0,False,CPU
+33,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1195.0,+66/-70,0.12,29.6,12.96,16.944,11.15,0.312,0.0,False,GPU
+34,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1173.0,+71/-64,0.086,30.82,25.14,17.891,122.9,0.583,0.0,False,CPU
+35,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1144.0,+70/-84,0.064,32.37,26.56,19.294,171.61,0.552,0.0,False,CPU
+36,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1142.0,+83/-115,0.111,32.5,18.23,18.653,561.29,0.236,0.0,False,CPU
+37,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1140.0,+67/-71,0.074,32.62,28.52,17.125,0.93,0.094,0.0,False,CPU
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+39,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1108.0,+66/-74,0.022,34.28,30.56,19.946,171.61,0.053,0.0,False,CPU
+40,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1041.0,+74/-76,0.044,37.6,32.81,21.201,4.97,0.092,0.0,False,CPU
+41,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),➖,1013.0,+111/-133,0.08,38.87,29.06,26.33,0.81,0.115,0.0,False,GPU
+42,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+77/-100,0.025,39.45,27.55,24.112,0.29,0.031,0.0,False,CPU
+43,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1000.0,+76/-108,0.042,39.47,35.71,21.671,2.79,0.259,0.0,False,CPU
+44,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,984.0,+68/-95,0.006,40.13,38.17,24.306,140.66,3.209,0.0,False,CPU
+45,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,974.0,+97/-117,0.038,40.53,17.35,27.936,155.53,0.277,0.0,False,CPU
+46,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,938.0,+95/-130,0.029,41.95,25.15,28.597,155.53,0.05,0.0,False,CPU
+47,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,938.0,+92/-121,0.047,41.97,36.6,26.856,2.71,0.392,0.0,False,GPU
+48,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,932.0,+96/-116,0.017,42.17,37.91,25.941,0.18,0.035,0.0,False,CPU
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+12,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1653.0,+159/-92,0.458,14.94,5.57,6.571,2.12,0.043,0.0,False,CPU
+13,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1631.0,+170/-121,0.399,15.89,10.8,7.667,114.48,0.058,0.0,False,CPU
+14,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1628.0,+183/-107,0.39,16.0,9.31,8.174,1655.56,0.086,0.0,False,GPU
+15,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1596.0,+183/-119,0.328,17.44,13.37,9.425,87.3,0.069,0.0,False,CPU
+16,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1594.0,+229/-161,0.393,17.56,8.34,8.03,807.72,0.07,0.0,False,GPU
+17,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1562.0,+182/-145,0.326,19.0,8.97,7.783,2.32,0.889,0.0,False,GPU
+18,🧠⚡,Foundation Model,[TabICL (default)](https://arxiv.org/abs/2502.05564),✔️,1548.0,+184/-161,0.295,19.67,9.57,9.48,9.96,4.847,0.0,False,GPU
+19,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1488.0,+188/-198,0.248,22.56,18.43,10.588,5.77,0.078,0.0,False,GPU
+20,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1475.0,+188/-199,0.267,23.22,6.55,10.147,0.48,0.047,0.0,False,CPU
+21,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1473.0,+155/-148,0.247,23.33,15.26,9.606,559.89,1.156,0.0,False,GPU
+22,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1473.0,+120/-74,0.175,23.33,19.14,9.902,1128.19,1.674,0.0,False,CPU
+23,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1457.0,+181/-128,0.212,24.11,20.3,13.211,262.92,0.205,0.0,False,CPU
+24,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1453.0,+174/-154,0.181,24.33,18.53,10.102,4560.06,421.968,0.0,False,GPU
+25,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1444.0,+165/-123,0.166,24.78,17.43,12.787,559.89,0.056,0.0,False,GPU
+26,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1424.0,+89/-76,0.079,25.78,23.59,11.863,6.55,0.295,0.0,False,GPU
+27,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1390.0,+114/-157,0.11,27.44,22.3,12.364,368.88,2.507,0.0,False,CPU
+28,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1376.0,+211/-169,0.137,28.17,17.73,13.801,4560.06,39.452,0.0,False,GPU
+29,🧠⚡,Foundation Model,[BetaTabPFN (default)](https://arxiv.org/abs/2502.02527),➖,1347.0,+190/-192,0.13,29.56,19.19,13.488,92.9,0.786,0.0,False,GPU
+30,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1333.0,+181/-120,0.073,30.22,27.34,16.174,0.92,0.018,0.0,False,CPU
+31,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1324.0,+203/-161,0.093,30.67,25.33,14.896,262.92,0.015,0.0,False,CPU
+32,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1317.0,+122/-138,0.079,31.0,27.5,13.481,1128.19,0.055,0.0,False,CPU
+33,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1305.0,+130/-166,0.036,31.56,28.19,13.452,40.45,0.331,0.0,False,CPU
+34,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1300.0,+57/-72,0.018,31.78,30.79,14.731,43.93,0.204,0.0,False,CPU
+35,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1271.0,+112/-155,0.042,33.11,30.95,12.558,0.34,0.052,0.0,False,CPU
+36,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1257.0,+53/-66,0.001,33.78,33.41,15.152,43.93,0.018,0.0,False,CPU
+37,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1234.0,+108/-127,0.01,34.78,33.46,14.1,9.93,0.224,0.0,False,GPU
+38,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1220.0,+141/-229,0.025,35.39,31.53,18.215,41.8,39.131,0.0,False,GPU
+39,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1198.0,+131/-157,0.022,36.33,33.39,17.05,40.45,0.028,0.0,False,CPU
+40,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1185.0,+110/-188,0.018,36.89,34.91,16.514,368.88,0.084,0.0,False,CPU
+41,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1144.0,+102/-133,0.01,38.56,37.02,16.247,1.81,0.048,0.0,False,CPU
+42,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,1107.0,+174/-278,0.016,39.94,35.92,25.559,43.96,0.099,0.0,False,CPU
+43,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,1102.0,+121/-204,0.02,40.11,37.38,20.908,514.21,52.341,0.0,False,CPU
+44,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1071.0,+139/-245,0.025,41.22,38.13,19.261,1.61,0.113,0.0,False,CPU
+45,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,1057.0,+170/-263,0.002,41.72,38.93,26.294,43.96,0.024,0.0,False,CPU
+46,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+126/-288,0.0,43.56,42.51,22.447,0.11,0.012,0.0,False,CPU
+47,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,898.0,+241/-628,0.027,46.33,38.97,30.801,2.77,0.157,0.0,False,GPU
+48,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,884.0,+102/-218,0.0,46.67,46.31,28.037,0.22,0.022,0.0,False,CPU
+49,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,860.0,+106/-244,0.0,47.22,46.92,25.027,0.1,0.02,0.0,False,CPU
+50,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,850.0,+64/-159,0.0,47.44,47.16,28.826,514.21,2.49,0.0,False,CPU
+51,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),➖,823.0,+118/-263,0.0,48.0,47.49,33.173,0.2,0.035,0.0,False,GPU
+52,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,491.0,+97/-381,0.0,52.11,52.08,46.122,0.11,0.089,0.0,False,CPU
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+#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
+0,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1635.0,+100/-58,0.669,6.71,3.81,6.489,5.53,0.55,0.0,False,GPU
+1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1560.0,+146/-88,0.628,9.14,3.21,5.365,2125.17,9.785,0.0,False,GPU
+2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1535.0,+151/-108,0.607,10.05,3.84,5.981,2125.17,0.882,0.0,False,GPU
+3,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1494.0,+147/-96,0.552,11.76,4.59,7.707,613.33,8.472,0.0,False,GPU
+4,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1480.0,+91/-88,0.469,12.38,7.57,10.57,2791.97,23.942,0.0,False,GPU
+5,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1470.0,+101/-81,0.465,12.81,9.12,9.79,1886.83,1.333,0.0,False,CPU
+6,🧠🔁,Neural Network,[LimiX (default)](https://arxiv.org/abs/2509.03505),➖,1420.0,+121/-84,0.459,15.26,5.29,10.535,4.14,0.557,0.0,False,GPU
+7,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1405.0,+110/-75,0.395,16.02,6.49,12.26,2791.97,0.544,0.0,False,GPU
+8,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1386.0,+108/-84,0.413,17.05,5.48,9.125,6616.87,408.881,0.0,False,GPU
+9,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1373.0,+114/-86,0.361,17.76,8.13,12.409,2237.77,1.273,0.0,False,GPU
+10,🧠⚡,Foundation Model,[BetaTabPFN (default)](https://arxiv.org/abs/2502.02527),➖,1372.0,+126/-89,0.33,17.81,10.09,14.65,298.33,2.036,0.0,False,GPU
+11,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1350.0,+95/-92,0.371,19.0,6.14,10.701,6616.87,39.713,0.0,False,GPU
+12,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1341.0,+69/-50,0.247,19.55,15.7,14.232,512.11,1.17,0.0,False,CPU
+13,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1316.0,+82/-52,0.233,20.98,14.65,14.463,4.51,0.124,0.0,False,CPU
+14,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1314.0,+154/-86,0.295,21.12,8.66,13.061,4618.5,0.426,0.0,False,GPU
+15,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1304.0,+95/-85,0.223,21.67,12.32,15.018,1640.58,0.552,0.0,False,CPU
+16,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1301.0,+114/-106,0.273,21.83,12.55,13.757,2237.77,0.147,0.0,False,GPU
+17,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1296.0,+91/-80,0.229,22.17,12.6,15.531,700.96,0.743,0.0,False,CPU
+18,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1291.0,+81/-60,0.211,22.43,13.73,14.324,11.09,2.46,0.0,False,GPU
+19,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1283.0,+89/-81,0.218,22.95,15.45,14.659,1103.84,0.559,0.0,False,CPU
+20,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1277.0,+88/-86,0.227,23.29,14.99,14.953,536.23,1.738,0.0,False,GPU
+21,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1271.0,+78/-80,0.197,23.67,9.72,15.938,700.96,0.203,0.0,False,CPU
+22,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1265.0,+125/-91,0.252,24.02,13.76,15.354,4618.5,9.218,0.0,False,GPU
+23,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1264.0,+69/-68,0.187,24.05,20.71,15.511,512.11,0.122,0.0,False,CPU
+24,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1264.0,+82/-66,0.176,24.1,10.77,15.396,1640.58,0.059,0.0,False,CPU
+25,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1258.0,+84/-78,0.189,24.45,18.99,15.373,1103.84,0.051,0.0,False,CPU
+26,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1256.0,+90/-88,0.185,24.57,10.24,16.286,7.16,0.046,0.0,False,CPU
+27,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1251.0,+103/-86,0.231,24.86,14.35,16.289,11.3,0.149,0.0,False,GPU
+28,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1245.0,+106/-96,0.257,25.19,8.48,13.383,52.04,39.82,0.0,False,GPU
+29,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1236.0,+100/-83,0.184,25.76,17.18,15.412,2535.0,2.546,0.0,False,CPU
+30,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1223.0,+86/-93,0.167,26.55,18.75,15.96,536.23,0.097,0.0,False,GPU
+31,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1191.0,+106/-102,0.153,28.48,10.4,18.493,13.39,0.329,0.0,False,GPU
+32,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1183.0,+100/-107,0.164,28.93,19.1,18.662,650.63,5.616,0.0,False,CPU
+33,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1176.0,+98/-91,0.16,29.38,22.22,17.319,2535.0,0.112,0.0,False,CPU
+34,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1138.0,+87/-95,0.106,31.6,24.84,20.126,206.04,0.946,0.0,False,CPU
+35,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1136.0,+107/-144,0.145,31.71,17.48,19.888,650.63,0.442,0.0,False,CPU
+36,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1127.0,+84/-79,0.089,32.24,26.22,19.028,1.98,0.122,0.0,False,CPU
+37,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1117.0,+106/-113,0.122,32.81,16.91,20.888,206.04,0.098,0.0,False,CPU
+38,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1101.0,+75/-85,0.081,33.69,28.83,19.426,2.47,0.168,0.0,False,CPU
+39,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1098.0,+92/-102,0.079,33.86,26.1,21.6,494.48,0.936,0.0,False,CPU
+40,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1064.0,+84/-103,0.029,35.74,30.46,22.348,494.48,0.093,0.0,False,CPU
+41,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),➖,1053.0,+114/-152,0.105,36.29,25.95,23.728,1.29,0.149,0.0,False,GPU
+42,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1011.0,+84/-133,0.049,38.43,32.24,23.67,7.76,0.147,0.0,False,CPU
+43,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+105/-146,0.034,38.98,24.44,25.154,0.39,0.041,0.0,False,CPU
+44,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,978.0,+79/-121,0.039,40.0,36.13,23.027,3.48,0.427,0.0,False,CPU
+45,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,947.0,+116/-143,0.023,41.38,36.36,26.643,0.33,0.044,0.0,False,CPU
+46,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,947.0,+96/-134,0.05,41.38,36.81,25.487,2.66,0.702,0.0,False,GPU
+47,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,946.0,+68/-106,0.0,41.43,39.93,26.094,89.61,1.627,0.0,False,CPU
+48,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,931.0,+108/-155,0.048,42.07,14.35,29.287,280.42,0.382,0.0,False,CPU
+49,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,903.0,+115/-164,0.024,43.19,38.32,31.672,1.48,0.127,0.0,False,CPU
+50,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,899.0,+113/-150,0.041,43.33,22.16,29.916,280.42,0.072,0.0,False,CPU
+51,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,800.0,+87/-136,0.0,46.62,45.73,31.665,89.61,0.08,0.0,False,CPU
+52,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,615.0,+107/-184,0.0,50.52,50.07,42.96,0.24,0.02,0.0,False,CPU
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diff --git a/data/imputation_no/splits_lite/tasks_binary/datasets_tabpfn/website_leaderboard.csv b/data/imputation_no/splits_lite/tasks_binary/datasets_tabpfn/website_leaderboard.csv
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+#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
+0,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1644.0,+93/-60,0.637,7.8,5.36,6.865,5.25,0.517,0.0,False,GPU
+1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1567.0,+153/-98,0.586,10.65,4.0,5.801,2092.56,8.655,0.0,False,GPU
+2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1556.0,+140/-99,0.575,11.12,4.48,6.297,2092.56,0.867,0.0,False,GPU
+3,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1493.0,+130/-78,0.506,14.1,5.36,8.203,598.6,8.421,0.0,False,GPU
+4,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1492.0,+91/-82,0.441,14.2,8.25,10.934,2773.9,21.391,0.0,False,GPU
+5,🧠⚡,Foundation Model,[TabPFNv2 (tuned + ensembled)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1476.0,+124/-90,0.456,15.02,7.12,10.58,3361.32,65.579,0.0,False,GPU
+6,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1471.0,+85/-74,0.413,15.3,10.76,10.37,1881.65,1.26,0.0,False,CPU
+7,🧠🔁,Neural Network,[Mitra (default)](https://arxiv.org/abs/2510.21204),✔️,1443.0,+115/-72,0.407,16.82,6.69,10.913,145.75,4.071,0.0,False,GPU
+8,🧠🔁,Neural Network,[LimiX (default)](https://arxiv.org/abs/2509.03505),➖,1426.0,+123/-84,0.419,17.77,5.81,10.972,4.09,0.544,0.0,False,GPU
+9,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1420.0,+120/-99,0.371,18.18,7.33,12.618,2773.9,0.534,0.0,False,GPU
+10,🧠⚡,Foundation Model,[BetaTabPFN (default)](https://arxiv.org/abs/2502.02527),➖,1402.0,+115/-88,0.33,19.25,11.6,14.276,292.15,1.882,0.0,False,GPU
+11,🧠⚡,Foundation Model,[TabICL (default)](https://arxiv.org/abs/2502.05564),✔️,1401.0,+118/-76,0.371,19.27,6.01,10.185,8.05,1.864,0.0,False,GPU
+12,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1399.0,+132/-82,0.38,19.4,6.06,9.42,6408.95,397.026,0.0,False,GPU
+13,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1389.0,+117/-88,0.351,20.05,8.88,12.618,2217.3,1.258,0.0,False,GPU
+14,🧠⚡,Foundation Model,[TabPFNv2 (tuned)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1384.0,+124/-88,0.331,20.32,10.16,13.232,3361.32,0.527,0.0,False,GPU
+15,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1368.0,+131/-93,0.347,21.3,7.46,10.945,6408.95,39.606,0.0,False,GPU
+16,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1334.0,+58/-48,0.186,23.52,20.03,15.024,457.0,1.064,0.0,False,CPU
+17,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1333.0,+110/-76,0.293,23.58,9.54,13.112,4442.23,0.405,0.0,False,GPU
+18,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1320.0,+84/-79,0.206,24.4,13.69,15.346,1618.79,0.502,0.0,False,CPU
+19,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1315.0,+112/-89,0.269,24.72,14.55,13.982,2217.3,0.137,0.0,False,GPU
+20,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1315.0,+77/-60,0.186,24.72,16.46,15.224,4.49,0.115,0.0,False,CPU
+21,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1314.0,+80/-69,0.194,24.8,14.28,14.446,10.77,2.16,0.0,False,GPU
+22,🧠⚡,Foundation Model,[TabPFNv2 (default)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1312.0,+104/-98,0.295,24.95,7.59,15.25,3.89,0.544,0.0,False,GPU
+23,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1287.0,+83/-75,0.178,26.58,19.37,16.445,673.88,0.681,0.0,False,CPU
+24,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1284.0,+85/-81,0.162,26.78,17.38,15.452,1103.74,0.549,0.0,False,CPU
+25,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1281.0,+88/-92,0.186,27.0,18.24,15.662,516.54,1.513,0.0,False,GPU
+26,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1278.0,+83/-91,0.17,27.2,10.48,16.268,6.77,0.046,0.0,False,CPU
+27,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1276.0,+99/-108,0.245,27.28,16.43,15.707,4442.23,8.478,0.0,False,GPU
+28,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1275.0,+83/-79,0.154,27.4,11.18,15.789,1618.79,0.055,0.0,False,CPU
+29,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1272.0,+120/-112,0.23,27.55,17.0,16.267,10.18,0.149,0.0,False,GPU
+30,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1268.0,+136/-120,0.251,27.85,8.65,13.464,51.78,39.866,0.0,False,GPU
+31,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1264.0,+74/-64,0.146,28.1,24.41,16.249,457.0,0.111,0.0,False,CPU
+32,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1262.0,+76/-68,0.15,28.2,11.24,16.819,673.88,0.177,0.0,False,CPU
+33,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1255.0,+98/-87,0.183,28.7,20.47,15.396,2533.55,2.301,0.0,False,CPU
+34,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1252.0,+87/-54,0.133,28.9,24.07,16.217,1103.74,0.05,0.0,False,CPU
+35,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1227.0,+80/-86,0.12,30.58,21.9,16.637,516.54,0.086,0.0,False,GPU
+36,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1212.0,+84/-118,0.139,31.52,10.49,18.467,11.78,0.312,0.0,False,GPU
+37,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1204.0,+96/-119,0.154,32.02,20.34,18.721,622.79,5.389,0.0,False,CPU
+38,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1196.0,+97/-94,0.153,32.6,24.44,17.128,2533.55,0.11,0.0,False,CPU
+39,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1157.0,+98/-138,0.13,35.05,20.0,19.935,622.79,0.398,0.0,False,CPU
+40,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1141.0,+94/-87,0.076,36.08,28.32,20.989,204.47,0.853,0.0,False,CPU
+41,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1121.0,+117/-112,0.109,37.3,18.33,21.645,204.47,0.091,0.0,False,CPU
+42,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1117.0,+81/-93,0.043,37.55,33.65,20.016,1.88,0.121,0.0,False,CPU
+43,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1094.0,+98/-125,0.057,38.9,30.42,22.532,448.77,0.841,0.0,False,CPU
+44,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1091.0,+80/-100,0.043,39.08,35.18,20.402,2.39,0.159,0.0,False,CPU
+45,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),➖,1078.0,+103/-162,0.089,39.85,28.74,23.197,1.17,0.148,0.0,False,GPU
+46,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1065.0,+93/-110,0.03,40.55,34.95,23.044,448.77,0.092,0.0,False,CPU
+47,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1033.0,+109/-126,0.046,42.3,34.74,23.554,7.36,0.138,0.0,False,CPU
+48,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+98/-164,0.035,44.0,29.07,26.004,0.37,0.04,0.0,False,CPU
+49,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,997.0,+107/-123,0.031,44.15,39.68,22.94,3.3,0.395,0.0,False,CPU
+50,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,963.0,+65/-111,0.0,45.75,44.14,26.281,89.46,1.579,0.0,False,CPU
+51,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,953.0,+121/-156,0.044,46.2,41.0,26.17,2.66,0.553,0.0,False,GPU
+52,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,949.0,+114/-129,0.05,46.38,14.32,29.0,276.0,0.368,0.0,False,CPU
+53,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,948.0,+121/-161,0.024,46.45,40.96,27.548,0.29,0.041,0.0,False,CPU
+54,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,926.0,+106/-145,0.019,47.35,41.98,31.115,1.45,0.123,0.0,False,CPU
+55,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,920.0,+122/-145,0.042,47.6,22.6,29.565,276.0,0.065,0.0,False,CPU
+56,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,810.0,+84/-146,0.0,51.45,50.54,31.853,89.46,0.075,0.0,False,CPU
+57,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,624.0,+110/-269,0.0,55.5,55.08,43.289,0.22,0.02,0.0,False,CPU
diff --git a/data/imputation_no/splits_lite/tasks_binary/datasets_tabpfn/winrate_matrix.png.zip b/data/imputation_no/splits_lite/tasks_binary/datasets_tabpfn/winrate_matrix.png.zip
new file mode 100644
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+30,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1219.0,+71/-90,0.161,28.04,18.88,18.456,622.79,5.037,0.0,False,CPU
+31,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1205.0,+67/-61,0.137,28.82,22.17,17.532,2480.32,0.117,0.0,False,CPU
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+33,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1196.0,+66/-58,0.119,29.29,20.81,18.674,197.16,0.721,0.0,False,CPU
+34,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1172.0,+63/-66,0.099,30.66,14.84,19.122,13.35,0.353,0.0,False,GPU
+35,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1172.0,+67/-77,0.106,30.68,21.08,19.605,327.31,0.708,0.0,False,CPU
+36,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1159.0,+66/-81,0.118,31.38,17.52,19.975,197.16,0.083,0.0,False,CPU
+37,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1150.0,+60/-62,0.087,31.88,27.07,18.358,2.25,0.159,0.0,False,CPU
+38,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1131.0,+73/-82,0.108,32.89,19.44,20.473,622.79,0.346,0.0,False,CPU
+39,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1128.0,+59/-63,0.055,33.04,25.79,20.441,327.31,0.085,0.0,False,CPU
+40,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1028.0,+64/-78,0.035,38.03,33.9,23.172,5.73,0.148,0.0,False,CPU
+41,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+68/-81,0.02,39.28,29.08,26.523,0.37,0.038,0.0,False,CPU
+42,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,990.0,+78/-108,0.033,39.71,34.47,27.289,140.66,2.876,0.0,False,CPU
+43,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,986.0,+71/-68,0.04,39.87,35.96,24.378,3.12,0.334,0.0,False,CPU
+44,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,973.0,+91/-93,0.053,40.42,34.66,27.31,3.48,0.677,0.0,False,GPU
+45,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),➖,972.0,+86/-141,0.063,40.45,31.52,29.506,1.04,0.192,0.0,False,GPU
+46,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,965.0,+89/-97,0.03,40.75,19.72,30.755,256.15,0.36,0.0,False,CPU
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+49,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,871.0,+93/-114,0.013,44.11,40.88,34.085,1.32,0.117,0.0,False,CPU
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+3,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1699.0,+243/-163,0.601,11.2,4.14,5.346,2335.82,14.145,0.0,False,GPU
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+9,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1632.0,+128/-91,0.463,13.8,9.46,7.465,1635.73,2.146,0.0,False,GPU
+10,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1604.0,+180/-105,0.429,15.0,5.57,8.84,1400.65,0.571,0.0,False,GPU
+11,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1603.0,+136/-69,0.455,15.05,5.96,7.228,2.2,0.044,0.0,False,CPU
+12,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1599.0,+175/-116,0.418,15.2,10.54,9.77,2335.82,0.502,0.0,False,GPU
+13,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1588.0,+183/-107,0.409,15.7,11.05,8.072,202.53,0.055,0.0,False,CPU
+14,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1570.0,+182/-110,0.352,16.5,12.53,9.516,91.02,0.074,0.0,False,CPU
+15,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1542.0,+159/-111,0.351,17.8,10.04,9.875,1635.73,0.082,0.0,False,GPU
+16,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1522.0,+209/-168,0.353,18.7,8.98,9.432,1400.65,0.065,0.0,False,GPU
+17,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1514.0,+194/-127,0.329,19.1,9.49,8.469,2.3,0.818,0.0,False,GPU
+18,🧠⚡,Foundation Model,[TabICL (default)](https://arxiv.org/abs/2502.05564),✔️,1499.0,+177/-140,0.294,19.8,10.12,10.117,8.46,3.879,0.0,False,GPU
+19,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1450.0,+204/-130,0.249,22.2,15.55,12.904,899.24,0.221,0.0,False,CPU
+20,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1446.0,+233/-158,0.29,22.4,6.94,10.304,0.47,0.047,0.0,False,CPU
+21,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1420.0,+113/-70,0.158,23.7,19.71,11.014,1128.73,1.573,0.0,False,CPU
+22,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1412.0,+189/-172,0.223,24.1,19.43,12.709,5.79,0.084,0.0,False,GPU
+23,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1408.0,+143/-135,0.169,24.3,18.96,11.095,4546.1,406.11,0.0,False,GPU
+24,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1402.0,+158/-144,0.222,24.6,16.19,11.567,713.0,2.317,0.0,False,GPU
+25,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1375.0,+166/-140,0.149,26.0,18.4,14.592,713.0,0.155,0.0,False,GPU
+26,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1349.0,+96/-101,0.071,27.3,24.64,14.558,6.53,0.294,0.0,False,GPU
+27,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1326.0,+165/-163,0.123,28.45,18.52,14.827,4546.1,39.323,0.0,False,GPU
+28,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1321.0,+172/-131,0.136,28.7,22.41,14.536,899.24,0.015,0.0,False,CPU
+29,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1315.0,+157/-123,0.104,29.0,25.99,15.96,1.95,0.02,0.0,False,CPU
+30,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1315.0,+106/-156,0.099,29.0,23.43,15.425,387.73,2.446,0.0,False,CPU
+31,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1311.0,+135/-106,0.073,29.2,21.79,14.282,52.7,0.202,0.0,False,CPU
+32,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1287.0,+118/-103,0.073,30.4,27.23,14.195,1128.73,0.054,0.0,False,CPU
+33,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1283.0,+145/-152,0.057,30.6,27.42,13.773,38.59,0.337,0.0,False,CPU
+34,🧠⚡,Foundation Model,[BetaTabPFN (default)](https://arxiv.org/abs/2502.02527),➖,1283.0,+183/-175,0.117,30.6,20.24,15.553,82.52,0.97,0.0,False,GPU
+35,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1268.0,+124/-101,0.056,31.3,26.28,14.704,52.7,0.017,0.0,False,CPU
+36,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1225.0,+105/-129,0.038,33.3,31.31,13.946,0.33,0.05,0.0,False,CPU
+37,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1212.0,+92/-115,0.009,33.9,32.53,14.785,11.03,0.489,0.0,False,GPU
+38,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1187.0,+152/-168,0.031,35.0,31.95,17.259,38.59,0.028,0.0,False,CPU
+39,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1186.0,+136/-139,0.022,35.05,31.57,18.812,41.63,39.259,0.0,False,GPU
+40,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1131.0,+103/-160,0.016,37.4,35.51,18.995,387.73,0.089,0.0,False,CPU
+41,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1100.0,+94/-110,0.009,38.6,37.21,17.804,1.84,0.047,0.0,False,CPU
+42,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,1048.0,+178/-260,0.014,40.55,36.73,28.29,43.41,0.111,0.0,False,CPU
+43,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,1036.0,+114/-212,0.018,41.0,38.29,24.539,332.4,33.481,0.0,False,CPU
+44,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1018.0,+144/-200,0.022,41.6,38.72,22.564,1.63,0.11,0.0,False,CPU
+45,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+117/-257,0.0,42.2,40.81,22.603,0.11,0.012,0.0,False,CPU
+46,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,998.0,+166/-272,0.002,42.25,39.61,29.261,43.41,0.02,0.0,False,CPU
+47,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,838.0,+248/-564,0.024,46.7,39.85,33.498,2.96,0.183,0.0,False,GPU
+48,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,834.0,+103/-217,0.0,46.8,46.47,30.86,0.21,0.019,0.0,False,CPU
+49,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,829.0,+93/-235,0.0,46.9,46.61,27.581,0.1,0.02,0.0,False,CPU
+50,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,782.0,+66/-184,0.0,47.9,47.61,33.014,332.4,1.631,0.0,False,CPU
+51,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),➖,761.0,+125/-257,0.0,48.3,47.82,35.637,0.18,0.032,0.0,False,GPU
+52,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,426.0,+114/-399,0.0,52.2,52.17,49.883,0.12,0.094,0.0,False,CPU
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+#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
+0,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1610.0,+109/-82,0.641,7.88,3.92,7.306,6.03,0.703,0.0,False,GPU
+1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1592.0,+131/-96,0.66,8.46,2.69,4.54,2279.85,9.666,0.0,False,GPU
+2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1564.0,+130/-89,0.615,9.45,3.78,7.209,2279.85,0.968,0.0,False,GPU
+3,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1535.0,+111/-88,0.589,10.57,4.69,8.868,635.11,8.569,0.0,False,GPU
+4,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1487.0,+92/-69,0.473,12.61,6.55,11.474,3486.44,22.867,0.0,False,GPU
+5,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1468.0,+96/-69,0.458,13.5,7.44,11.301,2993.17,1.401,0.0,False,CPU
+6,🧠🔁,Neural Network,[LimiX (default)](https://arxiv.org/abs/2509.03505),➖,1456.0,+99/-63,0.476,14.09,5.46,10.565,4.53,0.611,0.0,False,GPU
+7,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1421.0,+77/-75,0.404,15.84,7.35,12.856,3486.44,1.002,0.0,False,GPU
+8,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1394.0,+85/-74,0.412,17.29,6.14,11.685,7432.95,404.225,0.0,False,GPU
+9,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1391.0,+83/-79,0.367,17.43,8.78,13.865,3083.36,1.48,0.0,False,GPU
+10,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1358.0,+62/-49,0.257,19.27,15.23,14.947,774.51,1.455,0.0,False,CPU
+11,🧠⚡,Foundation Model,[BetaTabPFN (default)](https://arxiv.org/abs/2502.02527),➖,1356.0,+104/-78,0.298,19.36,11.43,16.037,303.47,2.324,0.0,False,GPU
+12,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1349.0,+89/-90,0.365,19.79,5.93,13.112,7432.95,39.797,0.0,False,GPU
+13,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1333.0,+94/-70,0.3,20.7,12.07,14.97,3083.36,0.189,0.0,False,GPU
+14,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1322.0,+76/-65,0.251,21.36,14.57,14.88,1612.87,0.724,0.0,False,CPU
+15,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1313.0,+86/-74,0.264,21.89,10.05,14.576,6286.73,0.473,0.0,False,GPU
+16,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1312.0,+82/-73,0.258,21.93,12.15,15.706,1165.19,2.067,0.0,False,GPU
+17,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1310.0,+68/-72,0.223,22.05,13.9,16.083,829.32,1.642,0.0,False,CPU
+18,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1308.0,+58/-51,0.2,22.2,16.21,15.686,6.97,0.144,0.0,False,CPU
+19,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1300.0,+67/-46,0.221,22.66,17.19,15.572,1612.87,0.061,0.0,False,CPU
+20,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1299.0,+68/-66,0.21,22.71,18.04,15.928,774.51,0.282,0.0,False,CPU
+21,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1295.0,+71/-62,0.195,22.96,13.86,16.677,2989.36,0.609,0.0,False,CPU
+22,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1290.0,+73/-69,0.202,23.25,11.14,16.308,829.32,0.241,0.0,False,CPU
+23,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1281.0,+92/-81,0.242,23.75,14.62,16.222,6286.73,9.386,0.0,False,GPU
+24,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1275.0,+82/-83,0.24,24.11,14.13,17.407,11.86,0.149,0.0,False,GPU
+25,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1260.0,+70/-66,0.183,25.0,15.68,16.571,14.59,4.035,0.0,False,GPU
+26,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1250.0,+62/-68,0.156,25.61,12.67,17.351,2989.36,0.063,0.0,False,CPU
+27,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1249.0,+77/-84,0.194,25.7,11.39,16.867,1165.19,0.105,0.0,False,GPU
+28,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1247.0,+81/-65,0.161,25.82,12.12,18.065,8.12,0.053,0.0,False,CPU
+29,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1243.0,+83/-70,0.172,26.04,18.42,17.009,2894.94,2.42,0.0,False,CPU
+30,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1237.0,+82/-100,0.255,26.39,8.68,16.048,51.78,39.927,0.0,False,GPU
+31,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1198.0,+100/-88,0.175,28.73,18.61,19.791,1425.28,7.355,0.0,False,CPU
+32,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1188.0,+89/-73,0.153,29.32,21.46,18.976,2894.94,0.145,0.0,False,CPU
+33,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1179.0,+81/-82,0.139,29.89,19.84,20.674,402.38,1.373,0.0,False,CPU
+34,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1167.0,+74/-90,0.119,30.57,12.6,20.919,14.22,0.353,0.0,False,GPU
+35,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1156.0,+85/-85,0.147,31.2,15.48,21.194,402.38,0.163,0.0,False,CPU
+36,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1137.0,+68/-74,0.068,32.32,27.34,19.723,2.85,0.19,0.0,False,CPU
+37,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1136.0,+77/-96,0.114,32.36,22.36,21.769,562.0,1.155,0.0,False,CPU
+38,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1136.0,+86/-93,0.135,32.39,19.06,21.239,1425.28,0.561,0.0,False,CPU
+39,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1132.0,+66/-78,0.099,32.59,26.88,20.192,3.27,0.193,0.0,False,CPU
+40,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1092.0,+71/-81,0.052,34.84,27.16,22.751,562.0,0.138,0.0,False,CPU
+41,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),➖,1012.0,+100/-117,0.079,38.93,29.19,27.565,2.45,0.519,0.0,False,GPU
+42,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1010.0,+81/-101,0.037,39.04,33.86,25.349,9.06,0.196,0.0,False,CPU
+43,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,1001.0,+90/-124,0.058,39.43,34.33,25.341,5.43,0.836,0.0,False,GPU
+44,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+83/-113,0.026,39.48,26.99,28.169,0.46,0.07,0.0,False,CPU
+45,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,978.0,+88/-115,0.037,40.46,34.33,28.52,123.01,1.579,0.0,False,CPU
+46,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,978.0,+86/-99,0.038,40.5,36.42,25.269,5.03,0.601,0.0,False,CPU
+47,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,945.0,+93/-118,0.02,41.89,37.28,29.809,0.38,0.072,0.0,False,CPU
+48,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,941.0,+88/-110,0.036,42.07,17.14,31.884,479.28,0.495,0.0,False,CPU
+49,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,912.0,+89/-121,0.031,43.2,25.1,32.518,479.28,0.098,0.0,False,CPU
+50,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,877.0,+103/-132,0.018,44.46,40.34,35.489,2.34,0.132,0.0,False,CPU
+51,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,811.0,+102/-144,0.018,46.54,43.84,35.669,123.01,0.092,0.0,False,CPU
+52,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,572.0,+114/-198,0.0,51.14,50.77,49.495,0.28,0.024,0.0,False,CPU
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+#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
+0,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1648.0,+88/-68,0.635,8.1,5.12,7.839,5.78,0.586,0.0,False,GPU
+1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1624.0,+124/-100,0.653,8.92,2.96,4.968,2162.76,8.93,0.0,False,GPU
+2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1601.0,+124/-104,0.61,9.81,4.39,7.727,2162.76,0.894,0.0,False,GPU
+3,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1533.0,+113/-82,0.548,12.73,5.43,9.618,620.85,8.569,0.0,False,GPU
+4,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1510.0,+93/-63,0.463,13.81,6.88,12.159,3159.9,21.159,0.0,False,GPU
+5,🧠⚡,Foundation Model,[TabPFNv2 (tuned + ensembled)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1509.0,+107/-89,0.488,13.87,6.57,11.53,3361.32,51.669,0.0,False,GPU
+6,🧠🔁,Neural Network,[Mitra (default)](https://arxiv.org/abs/2510.21204),✔️,1472.0,+108/-68,0.432,15.79,7.34,12.029,150.4,4.403,0.0,False,GPU
+7,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1467.0,+82/-70,0.41,16.08,8.22,12.218,2628.27,1.401,0.0,False,CPU
+8,🧠🔁,Neural Network,[LimiX (default)](https://arxiv.org/abs/2509.03505),➖,1460.0,+100/-66,0.439,16.44,6.0,11.286,4.3,0.584,0.0,False,GPU
+9,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1446.0,+89/-57,0.394,17.25,8.14,13.535,3159.9,0.646,0.0,False,GPU
+10,🧠⚡,Foundation Model,[TabPFNv2 (tuned)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1403.0,+84/-80,0.341,19.75,10.41,14.036,3361.32,0.527,0.0,False,GPU
+11,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1403.0,+103/-85,0.381,19.77,6.66,12.433,6883.9,405.331,0.0,False,GPU
+12,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1392.0,+106/-73,0.335,20.42,9.82,14.604,2899.02,1.461,0.0,False,GPU
+13,🧠⚡,Foundation Model,[TabICL (default)](https://arxiv.org/abs/2502.05564),✔️,1390.0,+84/-96,0.354,20.52,6.2,13.131,9.07,2.008,0.0,False,GPU
+14,🧠⚡,Foundation Model,[BetaTabPFN (default)](https://arxiv.org/abs/2502.02527),➖,1377.0,+96/-83,0.298,21.31,12.92,16.382,303.47,2.098,0.0,False,GPU
+15,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1360.0,+81/-99,0.341,22.42,6.69,13.867,6883.9,39.606,0.0,False,GPU
+16,🧠⚡,Foundation Model,[TabPFNv2 (default)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1345.0,+83/-90,0.316,23.35,7.94,15.148,4.28,0.511,0.0,False,GPU
+17,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1345.0,+53/-41,0.192,23.37,19.01,16.138,691.46,1.455,0.0,False,CPU
+18,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1336.0,+73/-88,0.265,23.88,10.86,15.115,6020.89,0.454,0.0,False,GPU
+19,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1330.0,+102/-70,0.27,24.33,14.64,15.756,2899.02,0.171,0.0,False,GPU
+20,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1326.0,+85/-72,0.213,24.52,16.47,16.007,1394.45,0.618,0.0,False,CPU
+21,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1308.0,+69/-57,0.182,25.71,19.95,17.318,785.9,1.281,0.0,False,CPU
+22,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1306.0,+76/-53,0.169,25.83,18.07,16.868,5.74,0.139,0.0,False,CPU
+23,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1305.0,+73/-64,0.185,25.92,15.16,17.587,2399.23,0.565,0.0,False,CPU
+24,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1300.0,+79/-73,0.2,26.27,18.27,16.877,1053.72,1.872,0.0,False,GPU
+25,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1297.0,+91/-84,0.239,26.42,17.12,17.031,6020.89,8.478,0.0,False,GPU
+26,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1293.0,+74/-51,0.173,26.69,21.51,16.785,1394.45,0.053,0.0,False,CPU
+27,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1290.0,+72/-60,0.166,26.88,12.61,17.51,785.9,0.213,0.0,False,CPU
+28,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1288.0,+71/-52,0.163,27.0,21.23,17.102,691.46,0.264,0.0,False,CPU
+29,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1285.0,+102/-73,0.23,27.19,16.18,18.07,11.6,0.148,0.0,False,GPU
+30,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1284.0,+83/-65,0.17,27.27,16.3,17.108,12.75,3.502,0.0,False,GPU
+31,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1257.0,+98/-127,0.259,29.04,8.67,16.756,51.52,40.126,0.0,False,GPU
+32,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1254.0,+90/-93,0.139,29.23,12.47,18.783,7.41,0.052,0.0,False,CPU
+33,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1254.0,+60/-73,0.136,29.27,13.11,18.357,2399.23,0.061,0.0,False,CPU
+34,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1253.0,+73/-74,0.169,29.31,21.75,17.668,2792.14,2.175,0.0,False,CPU
+35,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1234.0,+85/-76,0.126,30.56,21.73,18.071,1053.72,0.103,0.0,False,GPU
+36,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1221.0,+93/-108,0.17,31.37,19.9,20.456,1350.04,6.57,0.0,False,CPU
+37,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1191.0,+72/-113,0.109,33.29,12.56,21.041,13.67,0.339,0.0,False,GPU
+38,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1183.0,+80/-82,0.119,33.81,26.42,19.614,2792.14,0.133,0.0,False,CPU
+39,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1160.0,+84/-81,0.086,35.21,27.55,22.147,378.34,1.373,0.0,False,CPU
+40,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1154.0,+96/-109,0.126,35.58,21.37,21.966,1350.04,0.613,0.0,False,CPU
+41,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1137.0,+91/-92,0.107,36.62,19.58,22.595,378.34,0.154,0.0,False,CPU
+42,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1128.0,+60/-59,0.033,37.19,33.98,21.116,2.66,0.17,0.0,False,CPU
+43,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1118.0,+107/-106,0.078,37.77,26.65,23.308,527.27,1.155,0.0,False,CPU
+44,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1103.0,+69/-69,0.047,38.63,34.62,21.73,3.01,0.177,0.0,False,CPU
+45,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1079.0,+91/-89,0.045,40.04,32.03,24.138,527.27,0.128,0.0,False,CPU
+46,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),➖,1029.0,+86/-152,0.069,42.69,32.05,28.036,2.28,0.454,0.0,False,GPU
+47,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1013.0,+91/-94,0.036,43.5,36.97,26.238,8.93,0.172,0.0,False,CPU
+48,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+86/-108,0.027,44.15,31.42,28.762,0.44,0.065,0.0,False,CPU
+49,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,999.0,+93/-122,0.051,44.19,38.38,26.76,5.0,0.753,0.0,False,GPU
+50,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,990.0,+94/-109,0.031,44.62,40.08,25.606,4.68,0.547,0.0,False,CPU
+51,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,959.0,+80/-107,0.009,46.04,43.24,29.843,118.4,1.479,0.0,False,CPU
+52,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,956.0,+94/-99,0.038,46.17,16.98,31.197,429.17,0.495,0.0,False,CPU
+53,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,946.0,+87/-146,0.02,46.62,41.57,30.28,0.36,0.068,0.0,False,CPU
+54,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,930.0,+99/-111,0.032,47.27,25.54,31.807,429.17,0.081,0.0,False,CPU
+55,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,897.0,+108/-120,0.015,48.58,43.99,34.214,2.16,0.129,0.0,False,CPU
+56,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,766.0,+80/-151,0.0,52.58,51.76,37.314,118.4,0.082,0.0,False,CPU
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+4,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,19432.0,+0/-0,0.576,5.0,5.0,10.141,7855.1,0.565,0.0,False,CPU
+5,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,18258.0,+0/-0,0.572,6.0,6.0,10.238,61.47,0.154,0.0,False,CPU
+6,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,17510.0,+0/-0,0.569,7.0,7.0,10.303,157.4,4.579,0.0,False,CPU
+7,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,16643.0,+0/-0,0.567,8.0,8.0,10.333,157.4,0.401,0.0,False,CPU
+8,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,15885.0,+0/-0,0.551,9.0,9.0,10.67,61.47,0.015,0.0,False,CPU
+9,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,15137.0,+0/-0,0.525,10.0,10.0,11.231,2687.46,0.361,0.0,False,CPU
+10,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,14345.0,+0/-0,0.522,11.0,11.0,11.295,7855.1,0.048,0.0,False,CPU
+11,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,13528.0,+0/-0,0.517,12.0,12.0,11.389,2687.46,0.793,0.0,False,CPU
+12,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,12768.0,+0/-0,0.515,13.0,13.0,11.441,456.33,1.171,0.0,False,CPU
+13,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,12036.0,+0/-0,0.501,14.0,14.0,11.722,456.33,0.047,0.0,False,CPU
+14,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,11311.0,+0/-0,0.501,15.0,15.0,11.722,0.32,0.047,0.0,False,CPU
+15,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,10518.0,+0/-0,0.432,16.0,16.0,13.143,8.22,0.049,0.0,False,CPU
+16,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,9807.0,+0/-0,0.42,17.0,17.0,13.383,4378.82,25.595,0.0,False,GPU
+17,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,9111.0,+0/-0,0.387,18.0,18.0,14.026,20.73,0.079,0.0,False,CPU
+18,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,8390.0,+0/-0,0.386,19.0,19.0,14.047,4378.82,2.216,0.0,False,GPU
+19,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,7635.0,+0/-0,0.356,20.0,20.0,14.639,1.48,0.535,0.0,False,GPU
+20,🧠⚡,Foundation Model,[TabICL (default)](https://arxiv.org/abs/2502.05564),✔️,6953.0,+0/-0,0.292,21.0,21.0,15.857,2.79,1.057,0.0,False,GPU
+21,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,6264.0,+0/-0,0.249,22.0,22.0,16.662,20.88,0.359,0.0,False,CPU
+22,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,5562.0,+0/-0,0.111,23.0,23.0,19.143,20.88,0.026,0.0,False,CPU
+23,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,5007.0,+0/-0,0.059,24.0,24.0,20.028,4390.96,275.957,0.0,False,GPU
+24,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,4306.0,+0/-0,0.024,25.0,25.0,20.621,2341.91,0.027,0.0,False,CPU
+25,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,3678.0,+0/-0,0.004,26.0,26.0,20.955,14.53,1.747,0.0,False,GPU
+26,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,3004.0,+0/-0,0.0,27.0,27.0,21.025,2341.91,0.172,0.0,False,CPU
+27,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,2329.0,+0/-0,0.0,28.0,28.0,21.961,1993.57,0.469,0.0,False,GPU
+28,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1701.0,+0/-0,0.0,29.0,29.0,22.049,1993.57,0.055,0.0,False,GPU
+29,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+0/-0,0.0,30.0,30.0,24.001,0.18,0.007,0.0,False,CPU
+30,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,445.0,+0/-0,0.0,31.0,31.0,24.06,4390.96,38.525,0.0,False,GPU
+31,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,-256.0,+0/-0,0.0,32.0,32.0,24.187,41.21,39.406,0.0,False,GPU
+32,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,-946.0,+0/-0,0.0,33.0,33.0,24.591,1322.48,0.546,0.0,False,GPU
+33,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,-1628.0,+0/-0,0.0,34.0,34.0,25.183,1322.48,0.055,0.0,False,GPU
+34,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,-2382.0,+0/-0,0.0,35.0,35.0,26.439,0.21,0.047,0.0,False,CPU
+35,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,-3104.0,+0/-0,0.0,36.0,36.0,29.215,2009.11,3.767,0.0,False,GPU
+36,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,-3800.0,+0/-0,0.0,37.0,37.0,30.84,2009.11,0.974,0.0,False,GPU
+37,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,-4511.0,+0/-0,0.0,38.0,38.0,31.796,6.84,0.09,0.0,False,GPU
+38,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,-5304.0,+0/-0,0.0,39.0,39.0,31.813,3.34,0.028,0.0,False,CPU
+39,🧠⚡,Foundation Model,[BetaTabPFN (default)](https://arxiv.org/abs/2502.02527),➖,-6029.0,+0/-0,0.0,40.0,40.0,34.136,66.06,1.783,0.0,False,GPU
+40,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,-6760.0,+0/-0,0.0,41.0,41.0,38.819,6.51,0.162,0.0,False,GPU
+41,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,-7521.0,+0/-0,0.0,42.0,42.0,41.321,553.48,0.174,0.0,False,CPU
+42,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,-8338.0,+0/-0,0.0,43.0,43.0,42.976,553.48,1.636,0.0,False,CPU
+43,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,-9130.0,+0/-0,0.0,44.0,44.0,50.562,0.08,0.017,0.0,False,CPU
+44,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,-9878.0,+0/-0,0.0,45.0,45.0,52.296,2.73,0.083,0.0,False,CPU
+45,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,-10636.0,+0/-0,0.0,46.0,46.0,52.871,30.19,0.134,0.0,False,CPU
+46,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,-11503.0,+0/-0,0.0,47.0,47.0,55.965,30.19,0.017,0.0,False,CPU
+47,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,-12250.0,+0/-0,0.0,48.0,48.0,56.26,0.13,0.015,0.0,False,CPU
+48,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,-13425.0,+0/-0,0.0,49.0,49.0,57.211,76.41,2.853,0.0,False,CPU
+49,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,-14476.0,+0/-0,0.0,50.0,50.0,57.769,3.14,0.921,0.0,False,GPU
+50,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),➖,-16303.0,+0/-0,0.0,51.0,51.0,57.822,0.11,0.023,0.0,False,GPU
+51,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,-17910.0,+0/-0,0.0,52.0,52.0,70.703,76.41,0.258,0.0,False,CPU
+52,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,-19221.0,+0/-0,0.0,53.0,53.0,83.729,0.14,0.123,0.0,False,CPU
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+#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
+0,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1735.0,+490/-208,0.754,6.43,1.8,2.066,2837.96,9.546,0.0,False,GPU
+1,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1714.0,+270/-90,0.701,7.0,5.03,12.349,1060.41,10.928,0.0,False,GPU
+2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1692.0,+452/-185,0.639,7.64,3.61,10.895,2837.96,1.134,0.0,False,GPU
+3,🧠🔁,Neural Network,[LimiX (default)](https://arxiv.org/abs/2509.03505),➖,1606.0,+237/-104,0.529,10.57,6.05,10.653,6.19,1.301,0.0,False,GPU
+4,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1586.0,+384/-174,0.555,11.36,4.28,9.756,10.97,0.856,0.0,False,GPU
+5,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1542.0,+286/-141,0.482,13.29,4.65,14.183,4655.15,21.791,0.0,False,GPU
+6,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1499.0,+207/-149,0.431,15.29,12.16,14.644,4655.15,4.031,0.0,False,GPU
+7,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1493.0,+283/-109,0.439,15.57,4.78,15.834,6318.92,3.195,0.0,False,CPU
+8,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1476.0,+162/-116,0.383,16.43,11.56,18.233,5729.39,1.817,0.0,False,GPU
+9,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1473.0,+246/-122,0.35,16.57,12.44,15.543,3375.11,1.208,0.0,False,CPU
+10,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1459.0,+174/-119,0.381,17.29,10.81,18.608,5729.39,0.373,0.0,False,GPU
+11,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1459.0,+194/-76,0.315,17.29,13.39,16.169,3375.11,0.132,0.0,False,CPU
+12,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1448.0,+180/-192,0.351,17.86,7.75,17.962,2149.3,2.928,0.0,False,GPU
+13,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1445.0,+228/-195,0.412,18.0,9.68,19.367,10182.26,399.569,0.0,False,GPU
+14,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1437.0,+194/-90,0.287,18.43,13.96,17.093,1394.84,3.578,0.0,False,CPU
+15,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1432.0,+228/-90,0.279,18.71,13.01,17.176,1394.84,1.087,0.0,False,CPU
+16,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1376.0,+118/-82,0.206,21.71,20.11,17.736,2342.58,5.131,0.0,False,CPU
+17,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1374.0,+204/-136,0.267,21.86,13.5,20.76,19.13,0.146,0.0,False,GPU
+18,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1371.0,+119/-98,0.217,22.0,19.75,17.42,2342.58,1.065,0.0,False,CPU
+19,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1369.0,+252/-210,0.345,22.14,5.38,20.345,10182.26,40.124,0.0,False,GPU
+20,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1355.0,+170/-136,0.214,22.93,18.01,18.825,6994.17,9.554,0.0,False,GPU
+21,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1351.0,+203/-188,0.277,23.14,5.23,19.587,2149.3,0.147,0.0,False,GPU
+22,🧠⚡,Foundation Model,[BetaTabPFN (default)](https://arxiv.org/abs/2502.02527),➖,1336.0,+148/-119,0.204,24.0,19.03,20.198,326.23,4.282,0.0,False,GPU
+23,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1332.0,+178/-142,0.17,24.21,19.46,19.122,6994.17,0.583,0.0,False,GPU
+24,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1322.0,+208/-231,0.236,24.79,12.36,22.319,772.2,2.495,0.0,False,CPU
+25,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1303.0,+128/-72,0.1,25.86,23.83,19.353,57.99,0.317,0.0,False,CPU
+26,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1294.0,+198/-204,0.22,26.36,12.36,22.113,772.2,0.373,0.0,False,CPU
+27,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1285.0,+151/-114,0.137,26.86,23.46,21.802,3833.57,2.294,0.0,False,CPU
+28,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1285.0,+127/-98,0.11,26.86,22.23,21.656,44054.5,0.843,0.0,False,CPU
+29,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1268.0,+204/-281,0.216,27.86,15.62,22.276,731.01,2.021,0.0,False,CPU
+30,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1263.0,+270/-230,0.206,28.14,17.27,23.176,2750.22,13.569,0.0,False,CPU
+31,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1245.0,+189/-158,0.132,29.14,19.47,23.947,3833.57,0.22,0.0,False,CPU
+32,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1242.0,+194/-213,0.154,29.29,22.35,22.488,5.15,0.526,0.0,False,CPU
+33,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1237.0,+117/-124,0.09,29.57,27.07,23.403,14.99,0.113,0.0,False,CPU
+34,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1230.0,+256/-231,0.247,30.0,9.32,24.042,51.52,40.219,0.0,False,GPU
+35,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1227.0,+129/-113,0.095,30.14,26.81,23.217,44054.5,0.068,0.0,False,CPU
+36,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1190.0,+137/-224,0.122,32.14,20.49,23.958,731.01,0.334,0.0,False,CPU
+37,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1182.0,+76/-92,0.004,32.57,31.38,21.807,5.38,0.624,0.0,False,CPU
+38,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1179.0,+159/-187,0.1,32.71,27.33,23.313,20.63,7.532,0.0,False,GPU
+39,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,1163.0,+154/-219,0.081,33.57,28.55,24.905,9.4,1.444,0.0,False,GPU
+40,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1146.0,+234/-242,0.108,34.43,26.13,25.292,2750.22,1.239,0.0,False,CPU
+41,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1096.0,+121/-168,0.015,36.86,34.67,28.196,19.64,0.478,0.0,False,GPU
+42,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,1080.0,+257/-419,0.147,37.57,24.17,35.799,180.38,1.24,0.0,False,CPU
+43,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1004.0,+115/-178,0.0,40.86,39.86,30.387,14.87,0.391,0.0,False,CPU
+44,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+112/-308,0.0,41.0,39.22,37.213,0.78,0.155,0.0,False,CPU
+45,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,974.0,+204/-308,0.035,42.0,37.31,31.994,8.78,0.688,0.0,False,CPU
+46,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,972.0,+82/-247,0.0,42.07,41.01,39.676,913.1,0.738,0.0,False,CPU
+47,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,952.0,+100/-294,0.0,42.79,41.64,40.327,913.1,0.13,0.0,False,CPU
+48,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,934.0,+190/-297,0.01,43.43,40.35,39.305,0.77,0.156,0.0,False,CPU
+49,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,836.0,+283/-1332,0.072,46.29,39.0,47.681,180.38,0.136,0.0,False,CPU
+50,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),➖,813.0,+47/-188,0.0,46.86,46.67,39.077,5.48,0.91,0.0,False,GPU
+51,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,743.0,+101/-303,0.0,48.29,47.92,46.939,4.65,0.14,0.0,False,CPU
+52,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,-420.0,+334/-866,0.0,53.0,53.0,69.099,0.58,0.071,0.0,False,CPU
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+#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
+0,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1997.0,+809/-100,0.875,3.17,1.58,2.191,2793.65,8.93,0.0,False,GPU
+1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1857.0,+337/-82,0.729,5.42,4.12,12.495,2793.65,1.02,0.0,False,GPU
+2,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1746.0,+356/-135,0.689,8.17,5.69,14.332,1295.16,14.354,0.0,False,GPU
+3,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1716.0,+553/-144,0.632,9.08,4.46,11.083,9.88,0.825,0.0,False,GPU
+4,🧠⚡,Foundation Model,[TabPFNv2 (tuned + ensembled)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1688.0,+378/-116,0.596,10.0,5.22,14.698,3561.2,34.413,0.0,False,GPU
+5,🧠🔁,Neural Network,[LimiX (default)](https://arxiv.org/abs/2509.03505),➖,1634.0,+358/-88,0.506,12.0,6.72,12.332,5.93,0.989,0.0,False,GPU
+6,🧠🔁,Neural Network,[Mitra (default)](https://arxiv.org/abs/2510.21204),✔️,1626.0,+204/-38,0.513,12.33,10.85,15.748,206.59,4.778,0.0,False,GPU
+7,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1622.0,+272/-96,0.534,12.5,4.43,16.24,4334.8,21.159,0.0,False,GPU
+8,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1583.0,+233/-63,0.472,14.17,12.85,16.59,4334.8,3.529,0.0,False,GPU
+9,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1522.0,+224/-109,0.384,17.0,14.03,17.857,3307.58,1.182,0.0,False,CPU
+10,🧠⚡,Foundation Model,[TabPFNv2 (tuned)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1506.0,+327/-108,0.373,17.83,11.35,16.716,3561.2,0.612,0.0,False,GPU
+11,🧠⚡,Foundation Model,[TabPFNv2 (default)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1502.0,+371/-116,0.388,18.0,9.36,14.808,5.48,0.434,0.0,False,GPU
+12,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1489.0,+378/-152,0.401,18.67,4.6,18.377,6700.69,3.268,0.0,False,CPU
+13,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1476.0,+201/-74,0.307,19.33,15.87,18.68,3307.58,0.108,0.0,False,CPU
+14,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1445.0,+344/-241,0.382,21.0,9.92,22.477,9411.86,433.416,0.0,False,GPU
+15,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1433.0,+268/-147,0.283,21.67,15.18,21.223,5568.31,1.781,0.0,False,GPU
+16,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1418.0,+175/-44,0.219,22.5,21.18,19.816,2029.77,1.073,0.0,False,CPU
+17,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1412.0,+142/-39,0.197,22.83,22.15,20.228,2029.77,6.631,0.0,False,CPU
+18,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1412.0,+262/-84,0.213,22.83,16.26,19.85,1280.01,5.479,0.0,False,CPU
+19,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1409.0,+244/-141,0.272,23.0,14.96,21.671,5568.31,0.372,0.0,False,GPU
+20,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1403.0,+285/-92,0.219,23.33,14.81,19.946,1280.01,1.143,0.0,False,CPU
+21,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1398.0,+205/-127,0.219,23.58,19.93,21.447,6829.34,7.818,0.0,False,GPU
+22,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1394.0,+268/-198,0.246,23.83,18.35,20.929,2059.45,3.769,0.0,False,GPU
+23,🧠⚡,Foundation Model,[TabICL (default)](https://arxiv.org/abs/2502.05564),✔️,1379.0,+437/-228,0.297,24.67,6.92,22.95,13.87,2.152,0.0,False,GPU
+24,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1375.0,+264/-171,0.169,24.92,20.15,21.793,6829.34,0.53,0.0,False,GPU
+25,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1356.0,+255/-176,0.229,26.0,13.94,24.08,17.09,0.145,0.0,False,GPU
+26,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1353.0,+340/-277,0.32,26.17,4.97,23.608,9411.86,42.924,0.0,False,GPU
+27,🧠⚡,Foundation Model,[BetaTabPFN (default)](https://arxiv.org/abs/2502.02527),➖,1319.0,+250/-164,0.191,28.17,20.83,23.403,410.08,4.104,0.0,False,GPU
+28,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1302.0,+373/-354,0.223,29.17,18.56,26.238,2721.87,14.595,0.0,False,CPU
+29,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1296.0,+161/-125,0.109,29.5,26.85,22.348,155.57,0.254,0.0,False,CPU
+30,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1278.0,+292/-226,0.145,30.5,21.21,22.852,2059.45,0.127,0.0,False,GPU
+31,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1270.0,+202/-155,0.115,31.0,23.64,25.058,27108.48,0.742,0.0,False,CPU
+32,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1264.0,+222/-200,0.119,31.33,27.49,25.243,4370.77,2.162,0.0,False,CPU
+33,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1246.0,+253/-279,0.12,32.33,25.27,26.005,728.32,2.548,0.0,False,CPU
+34,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1235.0,+397/-370,0.284,33.0,8.74,27.727,42.75,45.46,0.0,False,GPU
+35,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1217.0,+342/-353,0.148,34.0,18.85,25.893,729.17,2.154,0.0,False,CPU
+36,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1211.0,+276/-254,0.102,34.33,25.35,25.765,728.32,0.356,0.0,False,CPU
+37,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1190.0,+175/-206,0.075,35.5,30.79,26.917,27108.48,0.066,0.0,False,CPU
+38,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1190.0,+176/-212,0.088,35.5,30.85,25.981,19.2,6.922,0.0,False,GPU
+39,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1181.0,+89/-95,0.0,36.0,35.1,24.783,4.93,0.671,0.0,False,CPU
+40,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1181.0,+170/-206,0.035,36.0,34.18,27.166,11.78,0.099,0.0,False,CPU
+41,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1159.0,+197/-173,0.06,37.17,32.88,26.155,5.12,0.444,0.0,False,CPU
+42,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1156.0,+276/-281,0.113,37.33,27.67,28.736,2721.87,1.334,0.0,False,CPU
+43,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,1153.0,+228/-281,0.078,37.5,31.64,28.727,8.99,1.498,0.0,False,GPU
+44,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1146.0,+149/-137,0.006,37.83,36.17,27.899,4370.77,0.22,0.0,False,CPU
+45,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1137.0,+257/-308,0.097,38.33,25.06,27.785,729.17,0.337,0.0,False,CPU
+46,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1120.0,+154/-209,0.01,39.17,36.91,29.623,17.24,0.42,0.0,False,GPU
+47,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+143/-432,0.0,44.67,42.99,37.954,0.74,0.148,0.0,False,CPU
+48,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,979.0,+86/-362,0.0,45.5,44.67,38.521,909.67,0.893,0.0,False,CPU
+49,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,962.0,+100/-303,0.0,46.17,45.13,39.28,909.67,0.107,0.0,False,CPU
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+0,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1932.0,+314/-174,0.799,5.15,2.41,1.161,2043.44,8.369,0.0,False,GPU
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+4,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1808.0,+228/-164,0.673,8.15,3.27,2.101,2043.44,0.781,0.0,False,GPU
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+9,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1663.0,+157/-141,0.505,12.92,5.46,6.669,3811.43,7.581,0.0,False,GPU
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+14,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1551.0,+132/-103,0.311,17.38,13.53,5.748,4228.53,1.188,0.0,False,GPU
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+22,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1444.0,+134/-95,0.191,21.92,18.71,6.582,4228.53,0.125,0.0,False,GPU
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+26,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1309.0,+141/-114,0.087,27.85,23.61,10.088,9.17,1.416,0.0,False,GPU
+27,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1296.0,+108/-102,0.078,28.38,25.93,9.416,4452.11,0.852,0.0,False,CPU
+28,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1295.0,+134/-114,0.093,28.46,23.52,12.273,161.73,0.784,0.0,False,CPU
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+30,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1241.0,+130/-136,0.064,30.69,27.38,10.034,4452.11,0.089,0.0,False,CPU
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+35,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1182.0,+83/-122,0.018,33.08,31.12,13.249,526.17,0.77,0.0,False,CPU
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+38,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1119.0,+104/-116,0.014,35.46,33.28,14.183,0.42,0.061,0.0,False,CPU
+39,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1084.0,+75/-108,0.0,36.69,35.72,14.282,527.21,2.831,0.0,False,CPU
+40,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1039.0,+118/-167,0.049,38.15,35.84,15.082,10.04,0.03,0.0,False,CPU
+41,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1037.0,+92/-138,0.0,38.23,36.79,14.125,20.5,0.081,0.0,False,CPU
+42,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1034.0,+97/-114,0.0,38.31,37.3,14.768,527.21,0.311,0.0,False,CPU
+43,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+73/-90,0.0,39.35,38.95,15.317,0.63,0.064,0.0,False,CPU
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+45,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,877.0,+134/-183,0.0,42.54,41.76,20.298,90.87,0.906,0.0,False,CPU
+46,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,713.0,+109/-192,0.0,45.54,45.39,22.447,90.87,0.055,0.0,False,CPU
+47,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,572.0,+205/-344,0.0,47.31,46.87,29.125,0.25,0.044,0.0,False,CPU
+48,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,439.0,+113/-319,0.0,48.58,48.52,36.211,177.04,0.14,0.0,False,CPU
+49,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,351.0,+147/-403,0.0,49.27,49.19,36.396,177.04,0.059,0.0,False,CPU
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+#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
+0,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,2061.0,+1014/-71,0.832,4.4,3.24,1.163,739.1,11.65,0.0,False,GPU
+1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,2027.0,+1086/-121,0.835,5.0,2.74,1.262,739.1,0.689,0.0,False,GPU
+2,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1950.0,+850/-36,0.699,6.6,5.71,2.284,2552.28,4.522,0.0,False,GPU
+3,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1916.0,+658/-8,0.655,7.4,3.4,3.209,474.94,11.837,0.0,False,CPU
+4,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1885.0,+615/-13,0.612,8.2,6.09,3.513,400.37,2.16,0.0,False,GPU
+5,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1870.0,+930/-101,0.637,8.6,6.91,2.851,2068.17,1.355,0.0,False,GPU
+6,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1822.0,+1355/-177,0.687,10.0,2.25,2.083,4529.88,357.209,0.0,False,GPU
+7,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1790.0,+1289/-174,0.65,11.0,4.14,2.39,4529.88,39.544,0.0,False,GPU
+8,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1783.0,+1058/-258,0.548,11.2,6.42,2.625,1.59,0.506,0.0,False,GPU
+9,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1688.0,+928/-198,0.485,14.4,10.08,4.112,2068.17,0.068,0.0,False,GPU
+10,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1677.0,+780/-243,0.471,14.8,11.42,4.058,2552.28,0.201,0.0,False,GPU
+11,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1677.0,+503/-139,0.377,14.8,11.88,5.836,223.05,9.707,0.0,False,CPU
+12,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1671.0,+1088/-218,0.526,15.0,6.19,3.203,41.5,38.298,0.0,False,GPU
+13,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1660.0,+548/-97,0.349,15.4,12.03,6.007,223.05,0.793,0.0,False,CPU
+14,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1649.0,+524/-91,0.418,15.8,13.49,4.481,438.55,0.52,0.0,False,GPU
+15,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1644.0,+510/-102,0.3,16.0,10.62,6.235,1696.82,0.538,0.0,False,CPU
+16,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1617.0,+754/-226,0.336,17.0,12.43,5.187,3456.17,0.611,0.0,False,GPU
+17,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1590.0,+500/-169,0.28,18.0,7.25,6.475,1696.82,0.055,0.0,False,CPU
+18,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1559.0,+428/-97,0.253,19.2,17.73,5.477,438.55,0.035,0.0,False,GPU
+19,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1553.0,+728/-163,0.287,19.4,16.95,5.3,6.87,0.098,0.0,False,GPU
+20,🧠🔁,Neural Network,[LimiX (default)](https://arxiv.org/abs/2509.03505),➖,1537.0,+750/-208,0.306,20.0,4.21,4.7,2.07,0.754,0.0,False,GPU
+21,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1521.0,+561/-275,0.27,20.6,16.66,7.061,4.99,0.047,0.0,False,CPU
+22,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1505.0,+528/-187,0.183,21.2,19.63,6.188,3456.17,0.037,0.0,False,GPU
+23,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1494.0,+356/-58,0.189,21.6,20.89,6.853,289.35,1.798,0.0,False,CPU
+24,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1484.0,+386/-70,0.181,22.0,21.09,6.921,289.35,0.36,0.0,False,CPU
+25,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1435.0,+648/-216,0.129,23.8,21.42,7.402,5.37,0.025,0.0,False,GPU
+26,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1353.0,+354/-228,0.137,26.8,24.63,8.025,0.57,0.074,0.0,False,CPU
+27,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,1302.0,+357/-139,0.002,28.6,27.72,8.909,2.32,0.093,0.0,False,GPU
+28,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1297.0,+375/-186,0.018,28.8,28.08,8.225,0.66,0.213,0.0,False,CPU
+29,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1274.0,+225/-245,0.064,29.6,27.65,8.161,4108.24,0.479,0.0,False,CPU
+30,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1250.0,+508/-284,0.028,30.4,28.51,9.603,6.54,0.284,0.0,False,GPU
+31,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1221.0,+204/-296,0.029,31.4,29.47,9.253,4108.24,0.037,0.0,False,CPU
+32,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1172.0,+353/-451,0.023,33.0,31.22,10.288,35.47,0.502,0.0,False,CPU
+33,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1147.0,+417/-890,0.144,33.8,25.8,13.625,1820.58,0.133,0.0,False,CPU
+34,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1140.0,+314/-411,0.006,34.0,32.83,10.454,35.47,0.054,0.0,False,CPU
+35,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1134.0,+107/-401,0.0,34.2,33.96,10.053,79.96,0.571,0.0,False,CPU
+36,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1124.0,+128/-390,0.0,34.5,34.09,10.217,79.96,0.053,0.0,False,CPU
+37,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1061.0,+165/-350,0.0,36.4,35.28,13.469,14.05,0.029,0.0,False,CPU
+38,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1033.0,+387/-674,0.006,37.2,35.12,12.12,0.18,0.054,0.0,False,CPU
+39,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1026.0,+316/-953,0.1,37.4,34.8,14.242,1820.58,0.012,0.0,False,CPU
+40,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+78/-318,0.0,38.1,37.96,11.35,0.42,0.053,0.0,False,CPU
+41,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,996.0,+363/-1057,0.12,38.2,34.58,14.681,3.47,0.01,0.0,False,CPU
+42,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,871.0,+51/-752,0.0,41.2,40.95,14.269,317.48,0.719,0.0,False,CPU
+43,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,842.0,+43/-769,0.0,41.8,41.54,14.827,317.48,0.127,0.0,False,CPU
+44,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,800.0,+94/-889,0.0,42.6,42.42,18.666,142.18,1.027,0.0,False,CPU
+45,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,662.0,+74/-902,0.0,44.8,44.73,21.083,142.18,0.057,0.0,False,CPU
+46,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,662.0,+107/-831,0.0,44.8,44.56,18.199,1.33,0.126,0.0,False,CPU
+47,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,361.0,+132/-1452,0.0,47.6,47.49,28.294,0.06,0.036,0.0,False,CPU
+48,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,145.0,+92/-1782,0.0,48.8,48.8,39.482,48.35,0.054,0.0,False,CPU
+49,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,-119.0,+197/-2129,0.0,50.0,49.99,39.829,48.35,0.013,0.0,False,CPU
+50,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,-276.0,+185/-2881,0.0,50.6,50.6,42.789,0.13,0.02,0.0,False,CPU
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+#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
+0,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1952.0,+273/-132,0.755,5.0,2.3,2.715,9830.47,232.266,0.0,False,GPU
+1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1921.0,+505/-228,0.779,5.62,2.08,1.16,2355.62,7.55,0.0,False,GPU
+2,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1910.0,+208/-53,0.694,5.88,3.59,3.338,9830.47,22.221,0.0,False,GPU
+3,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1904.0,+318/-109,0.67,6.0,3.22,1.968,716.17,4.181,0.0,False,GPU
+4,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1759.0,+168/-71,0.55,9.88,6.3,4.753,51.27,43.085,0.0,False,GPU
+5,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1751.0,+359/-200,0.571,10.12,3.72,2.625,2355.62,0.879,0.0,False,GPU
+6,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1740.0,+162/-78,0.529,10.5,9.0,5.0,4918.07,35.607,0.0,False,GPU
+7,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1725.0,+173/-65,0.463,11.0,8.97,5.631,4919.72,5.372,0.0,False,CPU
+8,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1686.0,+347/-216,0.521,12.38,6.9,4.17,8.24,0.532,0.0,False,GPU
+9,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1619.0,+208/-123,0.4,14.88,10.65,6.092,4918.07,0.949,0.0,False,GPU
+10,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1616.0,+120/-74,0.297,15.0,13.37,8.215,1206.7,4.573,0.0,False,CPU
+11,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1588.0,+151/-78,0.285,16.12,13.67,7.613,3495.99,1.462,0.0,False,CPU
+12,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1569.0,+199/-136,0.384,16.88,5.32,9.41,9006.35,8.016,0.0,False,GPU
+13,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1554.0,+166/-105,0.32,17.5,13.2,7.724,1672.82,2.447,0.0,False,GPU
+14,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1551.0,+231/-103,0.265,17.62,12.79,7.664,3495.99,0.148,0.0,False,CPU
+15,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1551.0,+184/-110,0.295,17.62,14.33,6.098,4322.16,1.598,0.0,False,GPU
+16,🧠🔁,Neural Network,[LimiX (default)](https://arxiv.org/abs/2509.03505),➖,1534.0,+445/-282,0.466,18.38,5.6,18.26,5.86,0.71,0.0,False,GPU
+17,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1509.0,+143/-86,0.259,19.5,15.34,8.02,1672.82,0.097,0.0,False,GPU
+18,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1500.0,+108/-62,0.169,19.88,18.29,8.708,1277.27,0.648,0.0,False,CPU
+19,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1495.0,+102/-52,0.163,20.12,19.02,8.776,1277.27,3.746,0.0,False,CPU
+20,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1476.0,+129/-93,0.156,21.0,18.63,9.405,1206.7,0.689,0.0,False,CPU
+21,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1446.0,+144/-126,0.149,22.38,19.81,11.844,25.13,0.294,0.0,False,GPU
+22,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1446.0,+182/-115,0.196,22.38,18.18,6.829,4322.16,0.198,0.0,False,GPU
+23,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1415.0,+158/-132,0.112,23.75,19.24,10.49,10.03,0.115,0.0,False,CPU
+24,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1372.0,+166/-175,0.136,25.62,20.38,13.514,644.11,0.953,0.0,False,CPU
+25,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1358.0,+178/-127,0.124,26.25,21.31,10.391,22.41,7.82,0.0,False,GPU
+26,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1350.0,+189/-198,0.167,26.62,19.91,13.918,644.11,0.187,0.0,False,CPU
+27,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1342.0,+194/-144,0.13,27.0,23.69,8.773,25.53,0.154,0.0,False,GPU
+28,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1339.0,+195/-178,0.127,27.12,16.15,12.41,9006.35,0.527,0.0,False,GPU
+29,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1328.0,+144/-144,0.087,27.62,24.95,10.201,5194.73,1.75,0.0,False,CPU
+30,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1269.0,+207/-194,0.086,30.25,26.22,10.523,5194.73,0.121,0.0,False,CPU
+31,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1263.0,+232/-223,0.105,30.5,19.16,13.293,3991.28,0.402,0.0,False,CPU
+32,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1243.0,+248/-243,0.131,31.38,11.32,13.82,3991.28,0.034,0.0,False,CPU
+33,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,1228.0,+219/-289,0.121,32.0,11.27,15.422,7.0,1.362,0.0,False,GPU
+34,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1219.0,+112/-184,0.029,32.38,29.57,15.247,657.99,1.135,0.0,False,CPU
+35,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1204.0,+91/-98,0.009,33.0,32.16,12.599,4.54,0.374,0.0,False,CPU
+36,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1182.0,+69/-127,0.0,33.88,33.07,14.291,2150.84,7.995,0.0,False,CPU
+37,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1169.0,+101/-179,0.019,34.38,32.23,15.473,0.46,0.117,0.0,False,CPU
+38,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1155.0,+114/-244,0.027,34.88,32.12,16.37,657.99,0.147,0.0,False,CPU
+39,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1121.0,+95/-151,0.0,36.12,35.07,14.731,2150.84,0.566,0.0,False,CPU
+40,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1114.0,+92/-103,0.0,36.38,35.62,13.89,4.08,0.255,0.0,False,CPU
+41,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1064.0,+125/-209,0.005,38.12,36.68,15.332,12.71,0.039,0.0,False,CPU
+42,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1025.0,+148/-218,0.0,39.38,37.8,14.535,22.25,0.131,0.0,False,CPU
+43,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+88/-203,0.0,40.12,39.6,17.797,0.69,0.125,0.0,False,CPU
+44,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,978.0,+89/-211,0.0,40.75,40.09,19.209,6.77,0.511,0.0,False,CPU
+45,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,909.0,+148/-323,0.0,42.5,41.35,21.318,88.79,0.572,0.0,False,CPU
+46,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,724.0,+133/-310,0.0,46.0,45.81,23.299,88.79,0.052,0.0,False,CPU
+47,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,642.0,+210/-603,0.0,47.12,46.49,29.645,0.43,0.047,0.0,False,CPU
+48,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,525.0,+94/-492,0.0,48.44,48.34,34.167,742.99,0.364,0.0,False,CPU
+49,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,485.0,+125/-572,0.0,48.81,48.71,34.251,742.99,0.097,0.0,False,CPU
+50,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,334.0,+100/-501,0.0,50.0,49.99,36.397,3.98,0.12,0.0,False,CPU
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+#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
+0,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1906.0,+304/-113,0.726,6.43,2.55,3.095,10054.02,249.652,0.0,False,GPU
+1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1900.0,+513/-229,0.772,6.57,2.05,1.229,2279.61,6.732,0.0,False,GPU
+2,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1884.0,+400/-86,0.683,7.0,3.48,1.908,669.82,4.041,0.0,False,GPU
+3,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1873.0,+180/-50,0.671,7.29,4.98,3.69,10054.02,28.583,0.0,False,GPU
+4,🧠⚡,Foundation Model,[TabPFNv2 (tuned + ensembled)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1780.0,+499/-189,0.597,10.14,3.32,2.584,6601.21,73.561,0.0,False,GPU
+5,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1772.0,+224/-44,0.565,10.43,6.19,4.944,47.81,37.998,0.0,False,GPU
+6,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1756.0,+146/-30,0.551,11.0,9.95,5.167,4840.44,33.436,0.0,False,GPU
+7,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1729.0,+403/-218,0.545,12.0,3.79,2.847,2279.61,0.781,0.0,False,GPU
+8,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1714.0,+373/-213,0.554,12.57,7.37,4.191,7.82,0.519,0.0,False,GPU
+9,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1693.0,+192/-49,0.444,13.43,10.94,6.056,5390.56,5.054,0.0,False,CPU
+10,🧠🔁,Neural Network,[Mitra (default)](https://arxiv.org/abs/2510.21204),✔️,1658.0,+220/-118,0.398,14.86,7.71,6.637,105.28,2.433,0.0,False,GPU
+11,🧠🔁,Neural Network,[LimiX (default)](https://arxiv.org/abs/2509.03505),➖,1624.0,+410/-299,0.518,16.29,5.15,19.429,5.73,0.638,0.0,False,GPU
+12,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1605.0,+159/-48,0.287,17.14,15.34,7.956,3301.07,1.317,0.0,False,CPU
+13,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1605.0,+257/-127,0.39,17.14,12.18,6.481,4840.44,0.706,0.0,False,GPU
+14,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1574.0,+114/-57,0.246,18.57,17.2,9.035,997.12,3.787,0.0,False,CPU
+15,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1568.0,+226/-106,0.266,18.86,14.48,8.008,3301.07,0.125,0.0,False,CPU
+16,🧠⚡,Foundation Model,[TabPFNv2 (tuned)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1558.0,+418/-227,0.406,19.29,10.76,5.384,6601.21,0.588,0.0,False,GPU
+17,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1544.0,+165/-105,0.295,20.0,14.25,8.299,1709.03,2.724,0.0,False,GPU
+18,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1529.0,+188/-118,0.267,20.71,17.7,6.513,4228.53,1.447,0.0,False,GPU
+19,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1515.0,+180/-138,0.267,21.43,15.3,10.909,9360.97,7.658,0.0,False,GPU
+20,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1512.0,+142/-77,0.251,21.57,16.24,8.482,1709.03,0.097,0.0,False,GPU
+21,🧠⚡,Foundation Model,[TabPFNv2 (default)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1469.0,+405/-336,0.352,23.71,13.17,7.531,8.97,0.837,0.0,False,GPU
+22,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1466.0,+83/-44,0.098,23.86,23.13,9.543,911.22,0.527,0.0,False,CPU
+23,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1463.0,+78/-38,0.1,24.0,23.39,9.588,911.22,3.532,0.0,False,CPU
+24,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1434.0,+126/-68,0.105,25.43,23.65,10.356,997.12,0.636,0.0,False,CPU
+25,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1425.0,+196/-137,0.16,25.86,21.99,7.312,4228.53,0.173,0.0,False,GPU
+26,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1422.0,+220/-139,0.117,26.0,21.17,11.174,9.39,0.105,0.0,False,CPU
+27,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1407.0,+139/-152,0.121,26.71,24.25,13.106,27.26,0.29,0.0,False,GPU
+28,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1392.0,+209/-236,0.158,27.43,21.57,14.555,613.95,0.952,0.0,False,CPU
+29,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1384.0,+236/-250,0.193,27.86,20.58,14.881,613.95,0.135,0.0,False,CPU
+30,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1366.0,+155/-135,0.129,28.71,23.97,11.015,22.96,8.006,0.0,False,GPU
+31,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1325.0,+195/-187,0.114,30.71,27.44,9.406,17.97,0.145,0.0,False,GPU
+32,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1290.0,+275/-208,0.111,32.43,20.76,14.054,3778.28,0.323,0.0,False,CPU
+33,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1282.0,+124/-160,0.026,32.86,31.52,11.205,5937.36,1.406,0.0,False,CPU
+34,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,1276.0,+260/-286,0.138,33.14,10.38,16.185,7.12,1.138,0.0,False,GPU
+35,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1272.0,+275/-228,0.14,33.29,14.11,14.636,3778.28,0.028,0.0,False,CPU
+36,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1272.0,+146/-174,0.037,33.29,30.98,14.048,9360.97,0.522,0.0,False,GPU
+37,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1229.0,+155/-260,0.03,35.29,32.39,16.471,628.51,0.812,0.0,False,CPU
+38,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1222.0,+185/-280,0.031,35.57,32.35,11.535,5937.36,0.119,0.0,False,CPU
+39,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1175.0,+138/-220,0.02,37.57,35.46,16.642,0.43,0.117,0.0,False,CPU
+40,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1173.0,+176/-289,0.029,37.64,34.8,17.646,628.51,0.149,0.0,False,CPU
+41,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1172.0,+59/-100,0.0,37.71,37.36,13.734,4.41,0.363,0.0,False,CPU
+42,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1150.0,+55/-106,0.0,38.57,38.08,15.611,2163.39,7.622,0.0,False,CPU
+43,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1114.0,+109/-169,0.0,40.0,39.21,14.895,3.97,0.24,0.0,False,CPU
+44,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1095.0,+89/-158,0.0,40.71,39.47,15.956,10.54,0.036,0.0,False,CPU
+45,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1095.0,+106/-175,0.0,40.71,39.78,16.062,2163.39,0.713,0.0,False,CPU
+46,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1002.0,+135/-301,0.0,43.86,42.36,15.699,20.5,0.13,0.0,False,CPU
+47,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+131/-217,0.0,43.93,43.18,19.276,0.67,0.118,0.0,False,CPU
+48,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,943.0,+77/-213,0.0,45.57,45.12,21.065,6.88,0.452,0.0,False,CPU
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+#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
+0,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1636.0,+60/-48,0.753,8.48,3.84,5.839,582.21,6.116,0.0,False,GPU
+1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1599.0,+78/-57,0.716,9.88,3.37,5.088,2040.22,8.92,0.0,False,GPU
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+3,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1523.0,+66/-46,0.628,13.31,6.19,6.766,5.81,0.645,0.0,False,GPU
+4,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1499.0,+56/-46,0.522,14.53,8.14,9.055,2950.72,11.988,0.0,False,GPU
+5,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1499.0,+55/-47,0.517,14.56,5.99,9.005,1735.72,2.559,0.0,False,CPU
+6,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1451.0,+62/-49,0.496,17.21,5.14,9.138,4907.64,286.652,0.0,False,GPU
+7,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1435.0,+50/-38,0.399,18.15,9.57,10.535,3285.87,1.472,0.0,False,GPU
+8,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1419.0,+32/-29,0.35,19.13,12.78,11.754,416.98,2.639,0.0,False,CPU
+9,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1416.0,+47/-46,0.365,19.32,10.24,10.535,2950.72,0.663,0.0,False,GPU
+10,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1403.0,+42/-39,0.334,20.12,11.5,11.264,1658.41,0.653,0.0,False,CPU
+11,🧠🔁,Neural Network,[LimiX (default) [11.98% IMPUTED]](https://arxiv.org/abs/2509.03505),➖,1402.0,+67/-55,0.464,20.2,6.37,12.97,3.68,0.598,11.98,True,GPU
+12,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1396.0,+57/-53,0.402,20.54,7.13,10.533,4907.64,39.96,0.0,False,GPU
+13,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1392.0,+40/-41,0.324,20.8,10.82,11.447,1658.41,0.081,0.0,False,CPU
+14,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1382.0,+75/-52,0.371,21.43,8.49,11.746,4621.67,8.149,0.0,False,GPU
+15,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1379.0,+48/-44,0.316,21.65,11.04,11.448,3285.87,0.173,0.0,False,GPU
+16,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1374.0,+31/-29,0.265,21.92,15.54,12.443,416.98,0.334,0.0,False,CPU
+17,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1364.0,+33/-38,0.28,22.57,14.36,12.518,693.49,1.69,0.0,False,CPU
+18,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1354.0,+38/-43,0.29,23.24,12.84,12.323,6.83,0.08,0.0,False,CPU
+19,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1348.0,+40/-37,0.245,23.61,12.01,12.287,4621.67,0.475,0.0,False,GPU
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+21,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1342.0,+32/-34,0.23,24.04,16.93,12.838,693.49,0.308,0.0,False,CPU
+22,🧠⚡,Foundation Model,[TabPFNv2 (tuned + ensembled) [35.29% IMPUTED]](https://www.nature.com/articles/s41586-024-08328-6),✔️,1338.0,+65/-65,0.382,24.27,8.06,12.658,3030.15,21.444,35.29,True,GPU
+23,🧠🔁,Neural Network,[Mitra (default) [35.29% IMPUTED]](https://arxiv.org/abs/2510.21204),✔️,1326.0,+62/-62,0.36,25.11,8.78,13.408,87.65,2.505,35.29,True,GPU
+24,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1320.0,+68/-55,0.326,25.48,8.32,13.232,47.62,43.739,0.0,False,GPU
+25,🧠⚡,Foundation Model,[TabICL (default) [29.41% IMPUTED]](https://arxiv.org/abs/2502.05564),✔️,1317.0,+51/-57,0.318,25.66,9.42,12.932,6.63,1.48,29.41,True,GPU
+26,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1295.0,+42/-37,0.188,27.14,16.97,14.176,846.88,0.13,0.0,False,GPU
+27,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1287.0,+47/-44,0.219,27.69,16.45,13.952,10.49,0.132,0.0,False,GPU
+28,🧠⚡,Foundation Model,[TabPFNv2 (tuned) [35.29% IMPUTED]](https://www.nature.com/articles/s41586-024-08328-6),✔️,1281.0,+62/-58,0.285,28.06,9.86,14.316,3030.15,0.462,35.29,True,GPU
+29,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1280.0,+47/-45,0.153,28.17,19.25,13.735,2874.67,1.952,0.0,False,CPU
+30,🧠⚡,Foundation Model,[BetaTabPFN (default) [25.49% IMPUTED]](https://arxiv.org/abs/2502.02527),➖,1274.0,+56/-50,0.232,28.59,15.28,15.319,205.87,1.343,25.49,True,GPU
+31,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1259.0,+40/-38,0.149,29.58,19.57,15.485,2929.85,0.422,0.0,False,CPU
+32,🧠⚡,Foundation Model,[TabPFNv2 (default) [35.29% IMPUTED]](https://www.nature.com/articles/s41586-024-08328-6),✔️,1254.0,+66/-61,0.259,29.86,13.15,15.267,3.36,0.313,35.29,True,GPU
+33,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1246.0,+39/-40,0.122,30.46,19.1,15.853,14.87,0.308,0.0,False,GPU
+34,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1226.0,+35/-38,0.082,31.77,22.77,15.245,10.06,1.689,0.0,False,GPU
+35,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1223.0,+44/-45,0.106,31.95,20.88,16.161,2929.85,0.051,0.0,False,CPU
+36,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1210.0,+38/-40,0.091,32.81,24.48,15.708,1.94,0.123,0.0,False,CPU
+37,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1205.0,+43/-44,0.08,33.15,23.23,15.593,2874.67,0.131,0.0,False,CPU
+38,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1205.0,+42/-41,0.094,33.16,22.18,17.165,183.02,0.761,0.0,False,CPU
+39,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1202.0,+48/-50,0.12,33.37,20.04,16.636,593.24,4.467,0.0,False,CPU
+40,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1192.0,+44/-47,0.097,34.0,22.56,17.32,7.32,0.05,0.0,False,CPU
+41,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1183.0,+31/-30,0.058,34.57,29.77,16.331,1.96,0.142,0.0,False,CPU
+42,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1177.0,+50/-49,0.074,34.94,22.57,18.028,373.18,0.771,0.0,False,CPU
+43,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1168.0,+43/-46,0.07,35.51,22.57,18.131,183.02,0.091,0.0,False,CPU
+44,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1141.0,+48/-52,0.05,37.19,24.44,18.128,593.24,0.306,0.0,False,CPU
+45,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1138.0,+49/-40,0.049,37.41,22.15,18.798,373.18,0.085,0.0,False,CPU
+46,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1072.0,+36/-46,0.009,41.25,33.48,19.966,9.99,0.126,0.0,False,CPU
+47,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,1039.0,+59/-64,0.034,42.99,34.35,23.528,3.23,0.919,0.0,False,GPU
+48,🧠⚡,Foundation Model,[TabFlex (default) [25.49% IMPUTED]](https://arxiv.org/abs/2506.05584),➖,1008.0,+61/-75,0.045,44.54,31.75,25.129,0.79,0.123,25.49,True,GPU
+49,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1001.0,+53/-65,0.009,44.88,33.0,22.986,2.86,0.373,0.0,False,CPU
+50,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+44/-40,0.004,44.93,40.01,23.738,0.43,0.054,0.0,False,CPU
+51,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,993.0,+62/-80,0.018,45.25,31.89,25.602,129.01,1.802,0.0,False,CPU
+52,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,978.0,+58/-62,0.011,45.94,40.23,25.248,0.25,0.05,0.0,False,CPU
+53,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,961.0,+64/-98,0.031,46.69,35.2,31.513,237.58,0.424,0.0,False,CPU
+54,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,933.0,+72/-114,0.02,47.87,37.08,32.121,237.58,0.085,0.0,False,CPU
+55,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,882.0,+62/-98,0.007,49.77,38.19,30.831,129.01,0.18,0.0,False,CPU
+56,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,851.0,+70/-120,0.012,50.8,40.6,34.849,1.19,0.12,0.0,False,CPU
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+#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
+0,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1809.0,+94/-49,0.822,6.04,2.88,2.62,289.53,3.187,0.0,False,GPU
+1,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1784.0,+87/-53,0.795,6.69,3.13,2.723,432.35,4.085,0.0,False,CPU
+2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1662.0,+163/-119,0.649,10.68,3.35,5.438,735.58,11.736,0.0,False,GPU
+3,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1632.0,+104/-90,0.576,11.83,7.36,5.74,1719.82,1.675,0.0,False,GPU
+4,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1620.0,+120/-113,0.593,12.33,6.83,5.81,2526.28,6.013,0.0,False,GPU
+5,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1607.0,+90/-64,0.536,12.89,6.9,5.642,777.59,0.25,0.0,False,CPU
+6,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1606.0,+146/-108,0.582,12.92,5.31,6.152,735.58,1.386,0.0,False,GPU
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+8,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1590.0,+75/-59,0.488,13.64,9.18,7.405,131.56,2.639,0.0,False,CPU
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+10,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1549.0,+87/-56,0.442,15.51,9.32,7.531,282.13,0.563,0.0,False,CPU
+11,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1536.0,+146/-95,0.471,16.17,7.91,6.964,1.88,0.645,0.0,False,GPU
+12,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1533.0,+114/-88,0.406,16.29,9.19,7.07,1719.82,0.081,0.0,False,GPU
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+14,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1519.0,+130/-121,0.482,16.97,4.24,7.078,4786.55,444.544,0.0,False,GPU
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+18,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1473.0,+104/-87,0.33,19.32,13.86,8.204,2526.28,0.349,0.0,False,GPU
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+21,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1375.0,+70/-65,0.177,24.49,17.88,9.473,1770.56,1.069,0.0,False,CPU
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+24,🧠⚡,Foundation Model,[TabICL (default) [33.33% IMPUTED]](https://arxiv.org/abs/2502.05564),✔️,1341.0,+131/-109,0.276,26.37,12.29,10.315,3.97,1.596,33.33,True,GPU
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+27,🧠🔁,Neural Network,[LimiX (default) [40.00% IMPUTED]](https://arxiv.org/abs/2509.03505),➖,1322.0,+138/-128,0.25,27.39,8.86,14.019,1.08,0.32,40.0,True,GPU
+28,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1320.0,+118/-126,0.193,27.51,18.45,12.974,1517.65,0.134,0.0,False,CPU
+29,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1296.0,+76/-79,0.111,28.81,24.71,11.512,8.06,0.25,0.0,False,GPU
+30,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1274.0,+85/-73,0.05,29.99,26.82,12.26,6.75,0.235,0.0,False,GPU
+31,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1269.0,+78/-77,0.064,30.26,25.57,11.256,1770.56,0.051,0.0,False,CPU
+32,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1259.0,+112/-138,0.136,30.76,23.35,13.864,1517.65,0.015,0.0,False,CPU
+33,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1257.0,+57/-67,0.045,30.9,28.62,11.913,0.29,0.045,0.0,False,CPU
+34,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1249.0,+82/-72,0.041,31.29,25.01,12.464,66.0,0.341,0.0,False,CPU
+35,🧠⚡,Foundation Model,[BetaTabPFN (default) [33.33% IMPUTED]](https://arxiv.org/abs/2502.02527),➖,1225.0,+107/-93,0.081,32.56,25.25,14.429,66.06,0.652,33.33,True,GPU
+36,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1213.0,+90/-83,0.042,33.14,26.81,13.175,66.0,0.024,0.0,False,CPU
+37,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1212.0,+101/-142,0.096,33.22,28.28,15.447,3.12,0.016,0.0,False,CPU
+38,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1208.0,+70/-83,0.025,33.41,30.98,12.591,36.48,0.329,0.0,False,CPU
+39,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1200.0,+110/-138,0.075,33.83,26.33,14.414,351.94,1.658,0.0,False,CPU
+40,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1163.0,+61/-79,0.011,35.65,33.8,13.815,36.48,0.037,0.0,False,CPU
+41,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1118.0,+69/-72,0.001,37.78,36.08,15.577,2.18,0.039,0.0,False,CPU
+42,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1093.0,+87/-116,0.022,38.9,34.23,16.687,351.94,0.114,0.0,False,CPU
+43,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,1049.0,+139/-182,0.02,40.74,35.28,23.725,2.49,0.145,0.0,False,GPU
+44,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1014.0,+135/-175,0.026,42.13,37.5,20.379,1.51,0.111,0.0,False,CPU
+45,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+58/-88,0.0,42.67,41.79,18.741,0.2,0.021,0.0,False,CPU
+46,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,989.0,+88/-119,0.006,43.08,36.37,22.293,150.3,10.071,0.0,False,CPU
+47,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,948.0,+151/-218,0.005,44.5,40.65,31.147,43.64,0.081,0.0,False,CPU
+48,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,945.0,+111/-138,0.003,44.62,42.76,21.857,0.11,0.028,0.0,False,CPU
+49,🧠⚡,Foundation Model,[TabFlex (default) [33.33% IMPUTED]](https://arxiv.org/abs/2506.05584),➖,926.0,+72/-121,0.0,45.24,44.31,25.797,0.25,0.045,33.33,True,GPU
+50,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,899.0,+155/-243,0.003,46.06,43.0,32.089,43.64,0.018,0.0,False,CPU
+51,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,804.0,+62/-101,0.0,48.55,48.25,28.282,150.3,0.482,0.0,False,CPU
+52,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,787.0,+131/-231,0.0,48.93,47.58,34.193,0.19,0.019,0.0,False,CPU
+53,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,560.0,+100/-154,0.0,52.4,52.31,42.236,0.1,0.072,0.0,False,CPU
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diff --git a/data/imputation_yes/splits_all/tasks_all/datasets_small/website_leaderboard.csv b/data/imputation_yes/splits_all/tasks_all/datasets_small/website_leaderboard.csv
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+#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
+0,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1612.0,+63/-54,0.715,9.5,4.46,7.181,659.63,7.444,0.0,False,GPU
+1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1610.0,+87/-62,0.738,9.55,3.38,4.943,2289.05,8.049,0.0,False,GPU
+2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1567.0,+71/-55,0.681,11.37,4.42,6.024,2289.05,1.143,0.0,False,GPU
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+4,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1482.0,+56/-48,0.487,15.58,8.52,10.436,3770.75,21.902,0.0,False,GPU
+5,🧠⚡,Foundation Model,[TabPFNv2 (tuned + ensembled) [8.33% IMPUTED]](https://www.nature.com/articles/s41586-024-08328-6),✔️,1480.0,+89/-64,0.542,15.73,6.02,10.121,3527.3,48.6,8.33,True,GPU
+6,🧠🔁,Neural Network,[LimiX (default) [0.31% IMPUTED]](https://arxiv.org/abs/2509.03505),➖,1459.0,+86/-69,0.544,16.89,5.69,12.533,5.08,0.645,0.31,True,GPU
+7,🧠🔁,Neural Network,[Mitra (default) [8.33% IMPUTED]](https://arxiv.org/abs/2510.21204),✔️,1458.0,+68/-56,0.51,16.97,6.59,11.186,126.84,3.094,8.33,True,GPU
+8,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1452.0,+80/-59,0.486,17.3,5.65,9.997,5119.36,218.711,0.0,False,GPU
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+10,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1426.0,+52/-46,0.373,18.86,10.78,11.814,3553.12,1.741,0.0,False,GPU
+11,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1418.0,+73/-57,0.435,19.3,6.59,10.878,5119.36,28.351,0.0,False,GPU
+12,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1399.0,+52/-41,0.331,20.5,10.75,11.979,3770.75,1.778,0.0,False,GPU
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+16,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1358.0,+40/-44,0.23,23.13,15.92,13.606,2476.51,0.814,0.0,False,CPU
+17,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1350.0,+34/-30,0.207,23.6,17.44,14.034,892.41,0.346,0.0,False,CPU
+18,🧠⚡,Foundation Model,[TabPFNv2 (default) [8.33% IMPUTED]](https://www.nature.com/articles/s41586-024-08328-6),✔️,1349.0,+76/-63,0.367,23.7,10.18,13.819,4.54,0.443,8.33,True,GPU
+19,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1346.0,+45/-37,0.215,23.91,17.16,13.784,2476.51,0.101,0.0,False,CPU
+20,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1337.0,+72/-68,0.35,24.45,7.71,13.538,50.32,43.709,0.0,False,GPU
+21,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1332.0,+44/-41,0.228,24.79,14.42,14.202,1126.71,2.941,0.0,False,GPU
+22,🧠⚡,Foundation Model,[TabICL (default) [27.78% IMPUTED]](https://arxiv.org/abs/2502.05564),✔️,1328.0,+79/-106,0.327,25.08,8.57,14.023,7.15,1.47,27.78,True,GPU
+23,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1326.0,+62/-62,0.266,25.22,9.46,14.22,6521.96,8.396,0.0,False,GPU
+24,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1324.0,+41/-41,0.193,25.36,11.38,13.989,6521.96,0.506,0.0,False,GPU
+25,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1321.0,+38/-39,0.19,25.51,18.55,14.596,884.18,2.368,0.0,False,CPU
+26,🧠⚡,Foundation Model,[BetaTabPFN (default) [22.22% IMPUTED]](https://arxiv.org/abs/2502.02527),➖,1308.0,+58/-61,0.286,26.4,13.07,15.69,296.89,1.835,22.22,True,GPU
+27,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1305.0,+37/-38,0.175,26.6,18.42,14.946,9.64,0.128,0.0,False,CPU
+28,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1305.0,+36/-40,0.151,26.61,18.85,14.805,884.18,0.393,0.0,False,CPU
+29,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1290.0,+54/-48,0.219,27.59,15.87,15.156,13.18,0.17,0.0,False,GPU
+30,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1284.0,+41/-41,0.164,27.99,16.12,15.323,1126.71,0.163,0.0,False,GPU
+31,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1260.0,+42/-48,0.13,29.6,19.86,15.511,3865.95,2.158,0.0,False,CPU
+32,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1255.0,+43/-43,0.117,29.96,19.99,16.532,3351.28,0.47,0.0,False,CPU
+33,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1238.0,+44/-50,0.109,31.08,17.44,17.662,16.27,0.321,0.0,False,GPU
+34,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1226.0,+44/-44,0.086,31.89,19.9,17.118,3351.28,0.056,0.0,False,CPU
+35,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1221.0,+39/-42,0.082,32.22,21.35,16.489,15.69,4.691,0.0,False,GPU
+36,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1216.0,+55/-59,0.134,32.51,18.12,17.561,1678.92,8.069,0.0,False,CPU
+37,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1210.0,+65/-64,0.119,32.92,19.81,19.071,499.14,1.466,0.0,False,CPU
+38,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1197.0,+48/-53,0.087,33.75,20.7,18.1,9.08,0.057,0.0,False,CPU
+39,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1192.0,+43/-48,0.079,34.11,22.31,17.401,3865.95,0.148,0.0,False,CPU
+40,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1174.0,+61/-64,0.091,35.22,19.78,19.929,499.14,0.207,0.0,False,CPU
+41,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1167.0,+50/-51,0.06,35.7,21.68,18.728,1678.92,0.826,0.0,False,CPU
+42,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1162.0,+40/-40,0.042,35.97,30.21,18.171,3.61,0.17,0.0,False,CPU
+43,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1162.0,+30/-36,0.019,35.98,30.28,18.096,3.29,0.253,0.0,False,CPU
+44,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1156.0,+57/-68,0.086,36.41,21.67,20.347,590.04,1.461,0.0,False,CPU
+45,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1114.0,+55/-70,0.049,38.94,20.59,21.141,590.04,0.15,0.0,False,CPU
+46,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1057.0,+44/-51,0.01,42.17,32.23,21.794,13.69,0.155,0.0,False,CPU
+47,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,1041.0,+70/-88,0.032,43.0,33.58,23.446,5.44,1.098,0.0,False,GPU
+48,🧠⚡,Foundation Model,[TabFlex (default) [22.22% IMPUTED]](https://arxiv.org/abs/2506.05584),➖,1035.0,+80/-81,0.064,43.32,28.07,24.85,1.58,0.15,22.22,True,GPU
+49,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+58/-77,0.006,45.05,38.62,25.82,0.51,0.089,0.0,False,CPU
+50,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1000.0,+51/-63,0.0,45.05,31.06,24.072,5.48,0.685,0.0,False,CPU
+51,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,995.0,+71/-103,0.023,45.29,30.0,26.981,111.84,1.215,0.0,False,CPU
+52,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,995.0,+71/-73,0.013,45.29,38.52,26.662,0.47,0.092,0.0,False,CPU
+53,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,967.0,+84/-94,0.039,46.55,32.92,31.665,520.95,0.647,0.0,False,CPU
+54,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,944.0,+82/-100,0.026,47.53,34.6,32.134,520.95,0.113,0.0,False,CPU
+55,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,907.0,+74/-97,0.009,49.0,34.54,31.894,111.84,0.111,0.0,False,CPU
+56,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,866.0,+98/-119,0.017,50.45,37.69,35.122,2.59,0.138,0.0,False,CPU
+57,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,654.0,+112/-150,0.0,55.42,48.52,45.374,0.37,0.033,0.0,False,CPU
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diff --git a/data/imputation_yes/splits_all/tasks_all/datasets_tabpfn/website_leaderboard.csv b/data/imputation_yes/splits_all/tasks_all/datasets_tabpfn/website_leaderboard.csv
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+#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
+0,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1632.0,+93/-70,0.74,9.53,3.46,5.292,2166.18,7.945,0.0,False,GPU
+1,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1628.0,+76/-55,0.711,9.71,4.55,7.717,611.55,7.01,0.0,False,GPU
+2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1594.0,+66/-62,0.714,11.11,5.37,6.928,6.14,0.586,0.0,False,GPU
+3,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1589.0,+71/-61,0.686,11.29,4.35,6.39,2166.18,0.993,0.0,False,GPU
+4,🧠⚡,Foundation Model,[TabPFNv2 (tuned + ensembled)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1540.0,+74/-48,0.586,13.62,5.6,9.556,3899.42,55.833,0.0,False,GPU
+5,🧠🔁,Neural Network,[Mitra (default)](https://arxiv.org/abs/2510.21204),✔️,1511.0,+72/-47,0.551,15.1,6.15,10.725,136.59,3.391,0.0,False,GPU
+6,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1505.0,+56/-46,0.499,15.41,8.34,11.115,3547.04,20.963,0.0,False,GPU
+7,🧠🔁,Neural Network,[LimiX (default)](https://arxiv.org/abs/2509.03505),➖,1498.0,+74/-70,0.576,15.78,5.57,13.136,4.85,0.629,0.0,False,GPU
+8,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1461.0,+74/-61,0.47,17.9,5.77,10.724,4980.83,207.372,0.0,False,GPU
+9,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1453.0,+48/-47,0.383,18.36,10.23,12.387,3376.59,2.54,0.0,False,CPU
+10,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1441.0,+54/-50,0.369,19.08,10.6,12.586,3372.56,1.658,0.0,False,GPU
+11,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1436.0,+78/-68,0.435,19.38,6.39,11.521,4980.83,23.583,0.0,False,GPU
+12,🧠⚡,Foundation Model,[TabPFNv2 (tuned)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1434.0,+82/-68,0.435,19.47,6.97,12.117,3899.42,0.983,0.0,False,GPU
+13,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1417.0,+57/-46,0.339,20.53,10.64,12.689,3547.04,1.57,0.0,False,GPU
+14,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1392.0,+38/-36,0.252,22.1,15.71,14.551,771.57,2.49,0.0,False,CPU
+15,🧠⚡,Foundation Model,[TabPFNv2 (default)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1386.0,+68/-69,0.396,22.44,9.6,13.598,4.22,0.554,0.0,False,GPU
+16,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1379.0,+55/-51,0.278,22.92,12.22,13.598,3372.56,0.208,0.0,False,GPU
+17,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1377.0,+43/-38,0.237,23.04,15.6,14.476,2034.85,0.805,0.0,False,CPU
+18,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1363.0,+38/-34,0.219,23.94,17.08,14.675,2034.85,0.097,0.0,False,CPU
+19,🧠⚡,Foundation Model,[TabICL (default) [21.21% IMPUTED]](https://arxiv.org/abs/2502.05564),✔️,1363.0,+77/-84,0.352,23.95,8.04,13.82,7.27,1.64,21.21,True,GPU
+20,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1361.0,+91/-63,0.373,24.06,7.26,14.241,48.9,43.804,0.0,False,GPU
+21,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1358.0,+34/-30,0.186,24.26,17.76,15.026,771.57,0.322,0.0,False,CPU
+22,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1338.0,+52/-46,0.208,25.57,15.07,15.196,1105.59,2.552,0.0,False,GPU
+23,🧠⚡,Foundation Model,[BetaTabPFN (default) [21.21% IMPUTED]](https://arxiv.org/abs/2502.02527),➖,1338.0,+64/-77,0.291,25.61,12.57,16.243,303.08,1.792,21.21,True,GPU
+24,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1334.0,+37/-36,0.182,25.82,19.14,15.598,828.74,2.312,0.0,False,CPU
+25,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1334.0,+45/-48,0.172,25.85,12.27,14.832,6147.69,0.485,0.0,False,GPU
+26,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1334.0,+73/-66,0.252,25.86,11.65,15.247,6147.69,8.149,0.0,False,GPU
+27,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1322.0,+48/-44,0.177,26.64,18.03,15.903,8.51,0.123,0.0,False,CPU
+28,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1316.0,+34/-34,0.142,26.99,19.24,15.81,828.74,0.336,0.0,False,CPU
+29,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1309.0,+55/-53,0.22,27.51,15.35,15.975,12.24,0.154,0.0,False,GPU
+30,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1293.0,+45/-41,0.154,28.52,16.9,16.334,1105.59,0.13,0.0,False,GPU
+31,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1278.0,+47/-44,0.114,29.53,19.36,17.376,2929.85,0.433,0.0,False,CPU
+32,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1271.0,+45/-54,0.122,30.01,21.32,16.4,3704.3,2.074,0.0,False,CPU
+33,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1266.0,+46/-41,0.117,30.36,16.68,17.996,16.16,0.307,0.0,False,GPU
+34,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1248.0,+51/-48,0.081,31.51,19.23,17.977,2929.85,0.054,0.0,False,CPU
+35,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1243.0,+40/-38,0.081,31.85,20.77,17.096,15.48,4.535,0.0,False,GPU
+36,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1234.0,+51/-60,0.137,32.42,17.55,18.45,1459.62,8.056,0.0,False,CPU
+37,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1216.0,+49/-51,0.072,33.57,20.75,18.863,8.47,0.054,0.0,False,CPU
+38,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1211.0,+58/-55,0.1,33.91,22.7,20.343,416.39,1.393,0.0,False,CPU
+39,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1201.0,+42/-46,0.065,34.56,22.3,18.313,3704.3,0.143,0.0,False,CPU
+40,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1180.0,+54/-59,0.06,35.83,21.57,19.638,1459.62,0.89,0.0,False,CPU
+41,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1177.0,+57/-56,0.069,36.06,23.58,21.176,416.39,0.179,0.0,False,CPU
+42,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1172.0,+34/-37,0.015,36.37,31.15,19.218,3.05,0.241,0.0,False,CPU
+43,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1158.0,+35/-41,0.021,37.24,32.62,19.446,3.39,0.158,0.0,False,CPU
+44,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1143.0,+54/-53,0.051,38.11,26.04,21.823,572.67,1.421,0.0,False,CPU
+45,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1103.0,+45/-45,0.018,40.42,26.25,22.6,572.67,0.143,0.0,False,CPU
+46,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1067.0,+50/-59,0.011,42.4,31.83,22.778,11.82,0.147,0.0,False,CPU
+47,🧠⚡,Foundation Model,[TabFlex (default) [21.21% IMPUTED]](https://arxiv.org/abs/2506.05584),➖,1056.0,+82/-88,0.069,43.0,27.1,25.63,1.19,0.15,21.21,True,GPU
+48,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,1054.0,+70/-86,0.035,43.09,33.03,24.777,5.39,1.034,0.0,False,GPU
+49,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1009.0,+51/-66,0.0,45.3,30.44,24.915,5.18,0.652,0.0,False,CPU
+50,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1006.0,+82/-85,0.014,45.46,38.22,27.446,0.42,0.078,0.0,False,CPU
+51,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,1000.0,+72/-88,0.014,45.71,33.26,28.256,100.58,1.106,0.0,False,CPU
+52,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+53/-69,0.002,45.73,39.57,26.69,0.47,0.069,0.0,False,CPU
+53,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,1000.0,+71/-104,0.043,45.75,31.75,31.374,504.17,0.629,0.0,False,CPU
+54,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,977.0,+72/-104,0.028,46.76,33.44,31.806,504.17,0.103,0.0,False,CPU
+55,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,904.0,+78/-101,0.0,49.65,35.57,33.41,100.58,0.101,0.0,False,CPU
+56,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,899.0,+80/-125,0.018,49.8,36.54,34.29,2.51,0.137,0.0,False,CPU
+57,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,677.0,+96/-161,0.0,55.29,47.88,45.738,0.29,0.028,0.0,False,CPU
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+#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
+0,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1623.0,+89/-65,0.747,8.95,3.5,6.145,442.09,6.381,0.0,False,GPU
+1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1554.0,+100/-58,0.642,11.87,4.35,6.413,1923.88,9.103,0.0,False,GPU
+2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1529.0,+90/-51,0.639,13.04,6.02,7.496,4.91,0.694,0.0,False,GPU
+3,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1521.0,+94/-54,0.594,13.46,5.24,7.523,1923.88,1.329,0.0,False,GPU
+4,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1484.0,+71/-60,0.511,15.42,5.71,9.411,1152.95,1.784,0.0,False,CPU
+5,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1472.0,+48/-54,0.455,16.12,10.09,10.519,2775.44,8.849,0.0,False,GPU
+6,🧠⚡,Foundation Model,[TabICL (default) [3.33% IMPUTED]](https://arxiv.org/abs/2502.05564),✔️,1448.0,+65/-54,0.468,17.52,6.71,9.774,8.06,1.743,3.33,True,GPU
+7,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1448.0,+66/-50,0.407,17.54,8.17,11.17,2229.7,1.387,0.0,False,GPU
+8,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1414.0,+51/-37,0.337,19.61,12.21,12.663,328.96,1.102,0.0,False,CPU
+9,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1405.0,+66/-55,0.391,20.18,6.96,9.517,4982.66,358.753,0.0,False,GPU
+10,🧠🔁,Neural Network,[LimiX (default) [17.04% IMPUTED]](https://arxiv.org/abs/2509.03505),➖,1398.0,+82/-76,0.469,20.62,6.79,13.11,1.92,0.489,17.04,True,GPU
+11,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1393.0,+72/-56,0.326,20.99,9.69,12.081,2229.7,0.133,0.0,False,GPU
+12,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1386.0,+60/-51,0.309,21.41,11.06,12.442,1055.6,0.482,0.0,False,CPU
+13,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1382.0,+61/-52,0.317,21.68,10.08,12.536,1055.6,0.063,0.0,False,CPU
+14,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1380.0,+54/-51,0.327,21.79,10.5,12.413,4.27,0.064,0.0,False,CPU
+15,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1379.0,+49/-54,0.271,21.9,11.37,12.311,2775.44,0.415,0.0,False,GPU
+16,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1365.0,+38/-30,0.234,22.8,15.34,13.52,328.96,0.126,0.0,False,CPU
+17,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1364.0,+62/-51,0.28,22.87,12.42,13.566,472.99,0.621,0.0,False,CPU
+18,🧠⚡,Foundation Model,[BetaTabPFN (default)](https://arxiv.org/abs/2502.02527),➖,1362.0,+62/-55,0.323,22.98,11.51,14.431,250.36,1.708,0.0,False,GPU
+19,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1349.0,+46/-56,0.236,23.86,11.46,13.197,3383.91,0.51,0.0,False,GPU
+20,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1349.0,+90/-92,0.348,23.88,9.54,13.238,3383.91,8.396,0.0,False,GPU
+21,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1343.0,+59/-52,0.272,24.26,8.57,11.206,4982.66,42.199,0.0,False,GPU
+22,🧠🔁,Neural Network,[Mitra (default) [33.33% IMPUTED]](https://arxiv.org/abs/2510.21204),✔️,1336.0,+87/-81,0.395,24.76,8.22,14.039,103.86,2.616,33.33,True,GPU
+23,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1332.0,+47/-40,0.206,24.99,15.8,14.081,472.99,0.13,0.0,False,CPU
+24,🧠⚡,Foundation Model,[TabPFNv2 (tuned + ensembled) [33.33% IMPUTED]](https://www.nature.com/articles/s41586-024-08328-6),✔️,1330.0,+86/-76,0.346,25.18,8.69,14.004,3031.01,27.044,33.33,True,GPU
+25,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1315.0,+56/-53,0.181,26.15,15.32,14.2,642.33,2.767,0.0,False,GPU
+26,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1302.0,+49/-40,0.175,27.06,18.1,13.82,2241.65,2.415,0.0,False,CPU
+27,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1298.0,+64/-63,0.226,27.36,14.59,14.773,8.72,0.126,0.0,False,GPU
+28,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1293.0,+48/-43,0.152,27.68,18.0,15.686,1560.02,0.404,0.0,False,CPU
+29,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1288.0,+46/-56,0.142,28.06,16.42,15.473,642.33,0.146,0.0,False,GPU
+30,🧠⚡,Foundation Model,[TabPFNv2 (tuned) [33.33% IMPUTED]](https://www.nature.com/articles/s41586-024-08328-6),✔️,1282.0,+80/-75,0.276,28.42,8.94,15.828,3031.01,0.514,33.33,True,GPU
+31,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1269.0,+62/-70,0.222,29.33,11.21,14.57,49.67,43.824,0.0,False,GPU
+32,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1261.0,+48/-47,0.101,29.92,18.94,16.397,1560.02,0.052,0.0,False,CPU
+33,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1257.0,+46/-40,0.124,30.14,16.66,16.239,13.5,0.311,0.0,False,GPU
+34,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1256.0,+58/-56,0.138,30.25,18.4,15.841,559.38,4.08,0.0,False,CPU
+35,🧠⚡,Foundation Model,[TabPFNv2 (default) [33.33% IMPUTED]](https://www.nature.com/articles/s41586-024-08328-6),✔️,1256.0,+80/-80,0.275,30.26,11.7,17.22,2.71,0.276,33.33,True,GPU
+36,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1253.0,+43/-43,0.094,30.44,20.02,15.156,9.33,1.116,0.0,False,GPU
+37,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1236.0,+48/-49,0.102,31.6,19.41,17.45,4.98,0.049,0.0,False,CPU
+38,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1221.0,+66/-56,0.096,32.61,22.15,16.712,1.24,0.11,0.0,False,CPU
+39,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1215.0,+43/-37,0.066,32.99,22.6,16.017,2241.65,0.136,0.0,False,CPU
+40,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1186.0,+57/-60,0.052,34.94,22.15,17.87,559.38,0.276,0.0,False,CPU
+41,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1183.0,+48/-45,0.045,35.09,25.49,18.346,125.38,0.674,0.0,False,CPU
+42,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1173.0,+46/-35,0.045,35.75,30.57,17.489,0.81,0.093,0.0,False,CPU
+43,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1153.0,+50/-58,0.032,37.05,25.7,19.69,169.75,0.603,0.0,False,CPU
+44,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1144.0,+50/-49,0.027,37.62,27.86,19.5,125.38,0.069,0.0,False,CPU
+45,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1119.0,+42/-57,0.011,39.16,26.32,20.419,169.75,0.059,0.0,False,CPU
+46,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1093.0,+53/-47,0.012,40.68,31.46,20.405,4.95,0.091,0.0,False,CPU
+47,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1056.0,+61/-77,0.015,42.74,27.51,21.791,2.56,0.267,0.0,False,CPU
+48,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,1050.0,+83/-99,0.053,43.03,29.05,27.109,162.68,0.405,0.0,False,CPU
+49,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),➖,1041.0,+102/-102,0.076,43.53,26.39,25.867,0.85,0.129,0.0,False,GPU
+50,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,1028.0,+61/-93,0.017,44.19,31.56,24.522,139.84,3.917,0.0,False,CPU
+51,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,1022.0,+87/-118,0.034,44.49,31.08,27.802,162.68,0.054,0.0,False,CPU
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+4,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1736.0,+118/-39,0.572,11.51,8.06,5.448,1633.8,2.053,0.0,False,GPU
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+33,🧠🔁,Neural Network,[LimiX (default) [55.56% IMPUTED]](https://arxiv.org/abs/2509.03505),➖,1348.0,+200/-227,0.233,31.07,13.41,18.235,0.63,0.019,55.56,True,GPU
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+37,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1275.0,+59/-86,0.0,34.77,32.44,13.465,40.36,0.318,0.0,False,CPU
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+40,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1272.0,+81/-116,0.037,34.91,29.62,15.039,371.59,0.102,0.0,False,CPU
+41,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1220.0,+68/-96,0.0,37.36,35.66,15.181,1.86,0.046,0.0,False,CPU
+42,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1214.0,+64/-68,0.0,37.63,35.91,15.182,40.36,0.028,0.0,False,CPU
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+45,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,1138.0,+96/-184,0.011,40.89,31.9,20.737,513.06,78.02,0.0,False,CPU
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+#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
+0,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1573.0,+135/-64,0.7,10.43,4.02,5.566,2052.28,8.252,0.0,False,GPU
+1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1573.0,+93/-51,0.72,10.43,5.44,7.007,5.96,0.554,0.0,False,GPU
+2,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1568.0,+103/-72,0.675,10.63,4.33,7.828,593.57,8.084,0.0,False,GPU
+3,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1545.0,+122/-58,0.658,11.64,4.75,6.873,2052.28,1.266,0.0,False,GPU
+4,🧠🔁,Neural Network,[Mitra (default) [4.76% IMPUTED]](https://arxiv.org/abs/2510.21204),✔️,1479.0,+89/-54,0.564,14.91,6.08,10.506,143.16,3.761,4.76,True,GPU
+5,🧠⚡,Foundation Model,[TabPFNv2 (tuned + ensembled) [4.76% IMPUTED]](https://www.nature.com/articles/s41586-024-08328-6),✔️,1466.0,+105/-56,0.494,15.6,6.44,10.456,3422.16,45.847,4.76,True,GPU
+6,🧠🔁,Neural Network,[LimiX (default) [0.53% IMPUTED]](https://arxiv.org/abs/2509.03505),➖,1466.0,+94/-65,0.565,15.65,5.59,10.913,3.78,0.54,0.53,True,GPU
+7,🧠⚡,Foundation Model,[TabICL (default) [4.76% IMPUTED]](https://arxiv.org/abs/2502.05564),✔️,1450.0,+72/-70,0.477,16.52,6.13,10.012,7.78,1.706,4.76,True,GPU
+8,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1423.0,+68/-46,0.391,18.1,11.32,12.692,2950.72,15.595,0.0,False,GPU
+9,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1410.0,+74/-55,0.353,18.88,10.15,12.838,2457.54,1.658,0.0,False,GPU
+10,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1404.0,+80/-70,0.36,19.23,10.86,12.373,1921.63,1.718,0.0,False,CPU
+11,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1398.0,+79/-72,0.394,19.65,6.71,9.728,5351.68,268.579,0.0,False,GPU
+12,🧠⚡,Foundation Model,[TabPFNv2 (tuned) [4.76% IMPUTED]](https://www.nature.com/articles/s41586-024-08328-6),✔️,1388.0,+125/-63,0.394,20.24,6.64,13.062,3422.16,0.983,4.76,True,GPU
+13,🧠⚡,Foundation Model,[BetaTabPFN (default)](https://arxiv.org/abs/2502.02527),➖,1382.0,+76/-66,0.387,20.62,9.69,14.629,317.91,1.983,0.0,False,GPU
+14,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1366.0,+84/-73,0.344,21.63,6.93,10.535,5351.68,37.621,0.0,False,GPU
+15,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1357.0,+44/-36,0.244,22.23,14.91,14.691,512.57,1.18,0.0,False,CPU
+16,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1351.0,+73/-54,0.26,22.59,12.56,13.836,2457.54,0.178,0.0,False,GPU
+17,🧠⚡,Foundation Model,[TabPFNv2 (default) [4.76% IMPUTED]](https://www.nature.com/articles/s41586-024-08328-6),✔️,1349.0,+99/-81,0.393,22.76,8.85,15.05,4.05,0.421,4.76,True,GPU
+18,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1325.0,+37/-34,0.178,24.31,17.21,15.136,512.57,0.243,0.0,False,CPU
+19,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1322.0,+74/-59,0.209,24.48,12.95,14.571,2950.72,1.225,0.0,False,GPU
+20,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1312.0,+80/-64,0.215,25.21,10.71,14.657,4806.04,0.512,0.0,False,GPU
+21,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1303.0,+47/-43,0.159,25.78,17.73,15.746,1096.5,0.584,0.0,False,CPU
+22,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1301.0,+59/-44,0.185,25.92,16.88,15.688,4.81,0.08,0.0,False,CPU
+23,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1299.0,+55/-42,0.168,26.08,18.41,15.755,1096.5,0.074,0.0,False,CPU
+24,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1294.0,+86/-77,0.289,26.4,9.3,13.517,51.83,43.615,0.0,False,GPU
+25,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1284.0,+46/-66,0.169,27.09,15.33,15.706,711.84,2.983,0.0,False,GPU
+26,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1282.0,+44/-47,0.155,27.18,18.29,16.16,693.49,1.398,0.0,False,CPU
+27,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1273.0,+67/-61,0.208,27.82,14.52,16.605,10.08,0.152,0.0,False,GPU
+28,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1272.0,+102/-109,0.254,27.92,11.14,15.948,4806.04,8.461,0.0,False,GPU
+29,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1260.0,+46/-48,0.123,28.71,17.9,16.89,1634.54,0.422,0.0,False,CPU
+30,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1260.0,+43/-37,0.1,28.73,18.62,16.522,693.49,0.194,0.0,False,CPU
+31,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1259.0,+59/-64,0.166,28.77,13.98,17.215,14.37,0.334,0.0,False,GPU
+32,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1258.0,+49/-61,0.127,28.81,15.35,16.659,711.84,0.162,0.0,False,GPU
+33,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1252.0,+77/-56,0.133,29.21,20.12,15.831,2665.36,2.619,0.0,False,CPU
+34,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1239.0,+47/-48,0.095,30.14,17.24,17.421,1634.54,0.054,0.0,False,CPU
+35,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1219.0,+60/-79,0.136,31.5,17.51,17.727,644.55,5.974,0.0,False,CPU
+36,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1218.0,+46/-53,0.11,31.57,17.33,18.14,7.32,0.054,0.0,False,CPU
+37,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1215.0,+52/-53,0.084,31.76,18.67,16.966,10.89,2.249,0.0,False,GPU
+38,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1178.0,+69/-47,0.059,34.19,22.12,17.936,2665.36,0.143,0.0,False,CPU
+39,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1170.0,+61/-84,0.055,34.69,19.95,19.083,644.55,0.398,0.0,False,CPU
+40,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1163.0,+65/-80,0.064,35.18,23.33,20.437,203.15,0.968,0.0,False,CPU
+41,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1158.0,+56/-58,0.033,35.52,27.53,19.215,1.94,0.121,0.0,False,CPU
+42,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1127.0,+62/-79,0.038,37.43,25.36,21.351,203.15,0.091,0.0,False,CPU
+43,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1127.0,+40/-53,0.02,37.45,31.55,19.64,2.44,0.121,0.0,False,CPU
+44,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1106.0,+57/-92,0.042,38.77,23.91,22.062,484.22,1.025,0.0,False,CPU
+45,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),➖,1073.0,+106/-126,0.109,40.71,22.04,23.941,1.3,0.15,0.0,False,GPU
+46,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1070.0,+52/-89,0.011,40.88,24.6,22.683,484.22,0.086,0.0,False,CPU
+47,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1052.0,+62/-82,0.017,41.89,29.86,22.644,9.39,0.13,0.0,False,CPU
+48,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,1020.0,+92/-135,0.067,43.63,26.7,28.424,278.97,0.873,0.0,False,CPU
+49,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1011.0,+74/-90,0.0,44.09,25.59,23.393,2.97,0.388,0.0,False,CPU
+50,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+56/-113,0.01,44.63,36.01,25.597,0.42,0.041,0.0,False,CPU
+51,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,997.0,+93/-135,0.044,44.79,28.48,28.987,278.97,0.103,0.0,False,CPU
+52,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,988.0,+78/-117,0.019,45.2,31.26,26.144,90.71,1.623,0.0,False,CPU
+53,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,984.0,+80/-114,0.01,45.39,36.59,26.193,3.71,0.919,0.0,False,GPU
+54,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,962.0,+82/-136,0.011,46.44,38.56,26.896,0.33,0.043,0.0,False,CPU
+55,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,951.0,+89/-163,0.029,46.94,30.75,31.021,1.48,0.139,0.0,False,CPU
+56,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,922.0,+83/-149,0.001,48.17,31.33,30.397,90.71,0.125,0.0,False,CPU
+57,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,616.0,+111/-175,0.0,55.88,50.04,43.448,0.22,0.02,0.0,False,CPU
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+#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
+0,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1600.0,+91/-54,0.729,10.36,5.33,7.184,5.52,0.529,0.0,False,GPU
+1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1588.0,+113/-69,0.685,10.87,4.46,5.826,2046.25,8.114,0.0,False,GPU
+2,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1584.0,+88/-56,0.662,11.04,4.67,8.183,592.15,8.082,0.0,False,GPU
+3,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1569.0,+104/-64,0.657,11.74,4.79,7.089,2046.25,1.254,0.0,False,GPU
+4,🧠🔁,Neural Network,[Mitra (default)](https://arxiv.org/abs/2510.21204),✔️,1510.0,+92/-60,0.585,14.67,5.88,10.733,144.27,3.772,0.0,False,GPU
+5,🧠⚡,Foundation Model,[TabPFNv2 (tuned + ensembled)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1497.0,+79/-54,0.512,15.33,6.23,10.68,3445.6,51.274,0.0,False,GPU
+6,🧠🔁,Neural Network,[LimiX (default)](https://arxiv.org/abs/2509.03505),➖,1486.0,+98/-79,0.565,15.96,5.68,11.297,3.76,0.527,0.0,False,GPU
+7,🧠⚡,Foundation Model,[TabICL (default)](https://arxiv.org/abs/2502.05564),✔️,1479.0,+79/-67,0.493,16.35,5.93,10.213,8.06,1.714,0.0,False,GPU
+8,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1442.0,+65/-50,0.385,18.49,11.6,13.145,2879.46,14.626,0.0,False,GPU
+9,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1438.0,+75/-59,0.362,18.78,9.99,13.186,2379.18,1.595,0.0,False,GPU
+10,🧠⚡,Foundation Model,[BetaTabPFN (default)](https://arxiv.org/abs/2502.02527),➖,1430.0,+69/-59,0.406,19.25,9.32,14.423,316.0,1.931,0.0,False,GPU
+11,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1419.0,+76/-58,0.339,19.93,11.82,12.9,1828.68,1.648,0.0,False,CPU
+12,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1419.0,+84/-68,0.391,19.94,6.64,10.011,5319.2,249.314,0.0,False,GPU
+13,🧠⚡,Foundation Model,[TabPFNv2 (tuned)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1415.0,+108/-75,0.407,20.2,6.42,13.416,3445.6,0.995,0.0,False,GPU
+14,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1399.0,+104/-71,0.361,21.18,6.68,10.637,5319.2,29.488,0.0,False,GPU
+15,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1381.0,+86/-58,0.273,22.36,12.32,14.163,2379.18,0.176,0.0,False,GPU
+16,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1376.0,+45/-44,0.233,22.67,15.32,15.222,449.53,1.149,0.0,False,CPU
+17,🧠⚡,Foundation Model,[TabPFNv2 (default)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1372.0,+96/-85,0.405,22.91,8.63,15.503,3.73,0.488,0.0,False,GPU
+18,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1352.0,+65/-52,0.22,24.25,12.67,14.896,2879.46,0.944,0.0,False,GPU
+19,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1347.0,+63/-58,0.225,24.59,10.35,14.824,4575.49,0.51,0.0,False,GPU
+20,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1347.0,+38/-37,0.17,24.6,17.27,15.649,449.53,0.215,0.0,False,CPU
+21,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1326.0,+105/-79,0.303,25.96,8.98,13.65,51.44,43.709,0.0,False,GPU
+22,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1326.0,+61/-49,0.189,25.97,16.69,16.157,4.7,0.08,0.0,False,CPU
+23,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1323.0,+56/-53,0.151,26.23,17.99,16.287,1081.93,0.556,0.0,False,CPU
+24,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1316.0,+56/-45,0.159,26.64,19.09,16.312,1081.93,0.074,0.0,False,CPU
+25,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1308.0,+67/-67,0.219,27.19,14.07,16.789,9.81,0.146,0.0,False,GPU
+26,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1302.0,+53/-58,0.162,27.58,15.63,16.244,592.34,2.767,0.0,False,GPU
+27,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1298.0,+52/-52,0.138,27.86,19.56,16.778,645.57,1.032,0.0,False,CPU
+28,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1295.0,+66/-71,0.174,28.07,13.53,17.352,14.36,0.311,0.0,False,GPU
+29,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1292.0,+50/-50,0.129,28.32,17.46,17.207,1618.46,0.415,0.0,False,CPU
+30,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1290.0,+97/-103,0.254,28.39,11.16,16.484,4575.49,8.396,0.0,False,GPU
+31,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1286.0,+69/-58,0.14,28.68,19.64,15.992,2576.18,2.415,0.0,False,CPU
+32,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1280.0,+54/-58,0.127,29.14,15.16,17.188,592.34,0.146,0.0,False,GPU
+33,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1275.0,+42/-42,0.084,29.47,19.6,17.137,645.57,0.172,0.0,False,CPU
+34,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1271.0,+52/-55,0.1,29.74,16.79,17.71,1618.46,0.054,0.0,False,CPU
+35,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1254.0,+54/-58,0.115,30.88,16.81,18.247,6.86,0.052,0.0,False,CPU
+36,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1253.0,+67/-78,0.143,30.93,17.0,17.887,618.9,5.468,0.0,False,CPU
+37,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1250.0,+55/-56,0.088,31.15,18.15,17.097,10.47,1.987,0.0,False,GPU
+38,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1213.0,+63/-50,0.062,33.59,21.56,17.997,2576.18,0.136,0.0,False,CPU
+39,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1206.0,+67/-74,0.058,34.09,19.4,19.212,618.9,0.352,0.0,False,CPU
+40,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1183.0,+84/-72,0.067,35.56,23.19,21.088,199.83,0.865,0.0,False,CPU
+41,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1172.0,+64/-60,0.025,36.23,29.08,19.888,1.77,0.119,0.0,False,CPU
+42,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1150.0,+78/-78,0.04,37.6,25.09,21.933,199.83,0.086,0.0,False,CPU
+43,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1144.0,+40/-43,0.018,38.0,32.13,20.296,2.2,0.12,0.0,False,CPU
+44,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),➖,1110.0,+95/-131,0.115,40.03,21.41,23.531,1.24,0.143,0.0,False,GPU
+45,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1108.0,+65/-85,0.02,40.14,26.17,22.968,440.56,0.933,0.0,False,CPU
+46,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1086.0,+75/-74,0.018,41.44,29.26,22.66,8.39,0.127,0.0,False,CPU
+47,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1078.0,+52/-79,0.004,41.88,24.91,23.518,440.56,0.085,0.0,False,CPU
+48,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,1057.0,+98/-123,0.071,43.04,26.02,28.113,273.27,0.715,0.0,False,CPU
+49,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1043.0,+78/-87,0.0,43.76,24.97,23.546,2.84,0.381,0.0,False,CPU
+50,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,1034.0,+94/-126,0.047,44.19,27.79,28.584,273.27,0.098,0.0,False,CPU
+51,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,1020.0,+83/-108,0.02,44.93,30.67,26.329,89.68,1.55,0.0,False,CPU
+52,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,1002.0,+98/-112,0.011,45.79,36.55,26.937,2.96,0.796,0.0,False,GPU
+53,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+63/-105,0.003,45.87,37.86,26.578,0.42,0.04,0.0,False,CPU
+54,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,989.0,+102/-139,0.03,46.39,30.04,30.404,1.44,0.138,0.0,False,CPU
+55,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,976.0,+93/-114,0.012,46.96,38.72,27.729,0.31,0.042,0.0,False,CPU
+56,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,953.0,+86/-138,0.001,47.95,30.7,30.595,89.68,0.12,0.0,False,CPU
+57,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,639.0,+130/-215,0.0,55.9,49.79,43.912,0.21,0.019,0.0,False,CPU
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+#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
+0,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1638.0,+69/-56,0.765,8.56,3.69,6.824,545.23,6.469,0.0,False,GPU
+1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1577.0,+79/-72,0.681,10.99,3.71,6.302,2046.25,8.976,0.0,False,GPU
+2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1550.0,+72/-63,0.643,12.21,4.72,7.349,2046.25,1.329,0.0,False,GPU
+3,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1535.0,+66/-61,0.643,12.96,5.76,7.777,5.76,0.794,0.0,False,GPU
+4,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1485.0,+66/-53,0.493,15.62,5.79,10.48,1684.49,1.97,0.0,False,CPU
+5,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1472.0,+56/-46,0.462,16.32,9.49,11.041,2879.46,12.49,0.0,False,GPU
+6,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1445.0,+61/-42,0.405,17.94,8.68,12.372,2466.21,1.502,0.0,False,GPU
+7,🧠⚡,Foundation Model,[TabICL (default) [5.26% IMPUTED]](https://arxiv.org/abs/2502.05564),✔️,1417.0,+62/-60,0.427,19.7,7.44,12.417,8.68,1.743,5.26,True,GPU
+8,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1416.0,+46/-33,0.333,19.76,12.62,13.471,382.05,1.488,0.0,False,CPU
+9,🧠🔁,Neural Network,[LimiX (default) [16.08% IMPUTED]](https://arxiv.org/abs/2509.03505),➖,1415.0,+71/-72,0.47,19.82,6.63,12.898,3.45,0.504,16.08,True,GPU
+10,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1404.0,+76/-50,0.39,20.47,7.33,11.426,4940.61,307.751,0.0,False,GPU
+11,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1394.0,+57/-54,0.329,21.15,9.99,13.269,2466.21,0.176,0.0,False,GPU
+12,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1393.0,+49/-43,0.305,21.19,11.07,12.692,2879.46,0.598,0.0,False,GPU
+13,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1392.0,+54/-41,0.308,21.23,11.95,12.971,1372.94,0.556,0.0,False,CPU
+14,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1384.0,+54/-44,0.303,21.76,11.08,13.175,1372.94,0.074,0.0,False,CPU
+15,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1375.0,+44/-31,0.246,22.4,15.39,14.193,382.05,0.254,0.0,False,CPU
+16,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1365.0,+48/-44,0.271,23.04,13.33,14.314,685.87,1.455,0.0,False,CPU
+17,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1362.0,+46/-44,0.29,23.26,11.95,13.81,5.72,0.076,0.0,False,CPU
+18,🧠⚡,Foundation Model,[TabPFNv2 (tuned + ensembled) [31.58% IMPUTED]](https://www.nature.com/articles/s41586-024-08328-6),✔️,1357.0,+79/-74,0.398,23.59,7.8,14.612,3008.22,20.849,31.58,True,GPU
+19,🧠⚡,Foundation Model,[BetaTabPFN (default)](https://arxiv.org/abs/2502.02527),➖,1356.0,+51/-48,0.312,23.63,12.55,15.62,282.72,1.886,0.0,False,GPU
+20,🧠🔁,Neural Network,[Mitra (default) [31.58% IMPUTED]](https://arxiv.org/abs/2510.21204),✔️,1355.0,+79/-79,0.41,23.72,8.41,15.045,121.91,2.776,31.58,True,GPU
+21,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1353.0,+81/-75,0.319,23.8,10.42,13.855,4879.89,8.744,0.0,False,GPU
+22,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1352.0,+55/-37,0.226,23.92,11.59,13.898,4879.89,0.525,0.0,False,GPU
+23,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1345.0,+61/-52,0.284,24.39,8.86,13.143,4940.61,41.606,0.0,False,GPU
+24,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1341.0,+46/-40,0.214,24.64,16.3,14.692,685.87,0.205,0.0,False,CPU
+25,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1319.0,+43/-45,0.197,26.1,15.62,15.322,934.1,3.063,0.0,False,GPU
+26,🧠⚡,Foundation Model,[TabPFNv2 (tuned) [31.58% IMPUTED]](https://www.nature.com/articles/s41586-024-08328-6),✔️,1305.0,+73/-76,0.307,27.09,8.8,16.473,3008.22,0.514,31.58,True,GPU
+27,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1300.0,+42/-36,0.16,27.4,18.06,16.365,2686.11,0.47,0.0,False,CPU
+28,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1299.0,+44/-41,0.162,27.48,18.83,15.242,2389.22,2.158,0.0,False,CPU
+29,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1299.0,+50/-48,0.229,27.49,15.1,16.043,10.21,0.138,0.0,False,GPU
+30,🧠⚡,Foundation Model,[TabPFNv2 (default) [31.58% IMPUTED]](https://www.nature.com/articles/s41586-024-08328-6),✔️,1282.0,+72/-71,0.292,28.68,11.75,17.271,3.37,0.315,31.58,True,GPU
+31,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1278.0,+53/-55,0.146,28.9,16.76,16.823,934.1,0.169,0.0,False,GPU
+32,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1266.0,+43/-36,0.111,29.75,19.24,17.087,2686.11,0.054,0.0,False,CPU
+33,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1265.0,+62/-60,0.221,29.82,10.77,16.444,49.21,43.824,0.0,False,GPU
+34,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1254.0,+60/-57,0.153,30.58,17.25,17.607,618.9,4.766,0.0,False,CPU
+35,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1243.0,+41/-43,0.105,31.3,18.36,18.158,14.78,0.346,0.0,False,GPU
+36,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1240.0,+44/-44,0.112,31.51,20.18,18.322,6.86,0.057,0.0,False,CPU
+37,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1230.0,+40/-37,0.074,32.15,22.08,17.431,10.47,1.707,0.0,False,GPU
+38,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1221.0,+49/-53,0.09,32.76,23.28,17.518,1.77,0.117,0.0,False,CPU
+39,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1217.0,+48/-42,0.077,33.01,22.74,17.465,2389.22,0.152,0.0,False,CPU
+40,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1206.0,+50/-47,0.086,33.72,21.84,19.045,189.76,0.743,0.0,False,CPU
+41,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1188.0,+52/-58,0.062,34.94,21.46,19.443,618.9,0.298,0.0,False,CPU
+42,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1183.0,+59/-58,0.085,35.25,20.57,19.941,323.74,0.743,0.0,False,CPU
+43,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1179.0,+45/-38,0.064,35.49,29.61,18.579,1.79,0.12,0.0,False,CPU
+44,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1166.0,+55/-51,0.062,36.33,22.54,20.27,189.76,0.079,0.0,False,CPU
+45,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1146.0,+66/-57,0.056,37.59,19.77,20.807,323.74,0.076,0.0,False,CPU
+46,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1084.0,+46/-55,0.01,41.26,32.08,22.16,6.83,0.147,0.0,False,CPU
+47,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,1037.0,+84/-85,0.041,43.74,31.33,29.833,252.58,0.528,0.0,False,CPU
+48,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1037.0,+68/-69,0.012,43.74,29.99,24.506,2.91,0.368,0.0,False,CPU
+49,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,1023.0,+66/-93,0.023,44.46,29.66,27.652,139.84,3.615,0.0,False,CPU
+50,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),➖,1011.0,+85/-92,0.06,45.04,29.33,28.785,1.11,0.189,0.0,False,GPU
+51,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,1008.0,+78/-89,0.027,45.18,33.3,30.589,252.58,0.089,0.0,False,CPU
+52,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+56/-57,0.006,45.56,39.42,26.919,0.38,0.037,0.0,False,CPU
+53,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,998.0,+74/-88,0.022,45.68,37.75,27.409,3.61,0.939,0.0,False,GPU
+54,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,938.0,+69/-71,0.006,48.2,42.58,29.159,0.25,0.041,0.0,False,CPU
+55,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,929.0,+84/-111,0.016,48.58,36.92,33.418,1.29,0.131,0.0,False,CPU
+56,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,904.0,+83/-104,0.009,49.5,36.12,33.842,139.84,0.193,0.0,False,CPU
+57,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,555.0,+111/-114,0.0,56.61,53.11,49.665,0.18,0.029,0.0,False,CPU
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+#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
+0,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1917.0,+147/-60,0.906,4.82,2.46,2.185,275.97,2.818,0.0,False,GPU
+1,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1858.0,+176/-74,0.858,6.13,2.65,2.418,314.17,2.249,0.0,False,CPU
+2,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1695.0,+135/-72,0.618,11.37,6.22,5.413,697.8,0.199,0.0,False,CPU
+3,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1694.0,+143/-70,0.624,11.43,5.19,5.658,697.8,0.023,0.0,False,CPU
+4,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1665.0,+131/-67,0.609,12.62,5.98,5.6,2.44,0.027,0.0,False,CPU
+5,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1662.0,+128/-94,0.542,12.72,7.4,7.881,207.65,0.398,0.0,False,CPU
+6,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1658.0,+143/-72,0.529,12.88,8.42,8.139,93.21,0.758,0.0,False,CPU
+7,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1639.0,+120/-89,0.515,13.72,8.72,7.26,1624.54,1.763,0.0,False,GPU
+8,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1637.0,+216/-124,0.54,13.82,3.83,7.552,783.29,13.79,0.0,False,GPU
+9,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1616.0,+142/-128,0.529,14.77,7.59,7.563,2338.19,14.248,0.0,False,GPU
+10,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1594.0,+182/-116,0.46,15.79,6.1,8.64,1398.9,0.645,0.0,False,GPU
+11,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1589.0,+114/-75,0.427,16.03,11.85,8.696,207.65,0.056,0.0,False,CPU
+12,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1585.0,+204/-117,0.468,16.22,6.11,8.38,783.29,1.924,0.0,False,GPU
+13,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1555.0,+126/-87,0.335,17.7,9.55,8.734,1624.54,0.083,0.0,False,GPU
+14,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1544.0,+166/-78,0.346,18.22,11.76,9.818,93.21,0.087,0.0,False,CPU
+15,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1544.0,+180/-146,0.41,18.26,6.86,9.353,1398.9,0.062,0.0,False,GPU
+16,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1533.0,+146/-118,0.415,18.82,8.42,9.128,2.3,0.82,0.0,False,GPU
+17,🧠⚡,Foundation Model,[TabICL (default)](https://arxiv.org/abs/2502.05564),✔️,1512.0,+160/-142,0.413,19.9,9.15,9.75,7.51,3.146,0.0,False,GPU
+18,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1500.0,+109/-79,0.264,20.5,14.09,10.252,2338.19,0.54,0.0,False,GPU
+19,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1478.0,+154/-137,0.325,21.66,8.15,9.97,4805.66,461.797,0.0,False,GPU
+20,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1467.0,+86/-76,0.234,22.26,15.27,10.088,1169.3,1.442,0.0,False,CPU
+21,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1455.0,+142/-105,0.214,22.91,15.36,12.545,893.93,0.205,0.0,False,CPU
+22,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1430.0,+148/-126,0.255,24.28,14.98,10.933,0.47,0.052,0.0,False,CPU
+23,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1413.0,+135/-129,0.175,25.19,16.24,12.445,709.85,2.929,0.0,False,GPU
+24,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1388.0,+158/-107,0.141,26.62,20.06,13.595,893.93,0.016,0.0,False,CPU
+25,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1378.0,+132/-132,0.145,27.13,20.54,14.515,709.85,0.19,0.0,False,GPU
+26,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1376.0,+145/-149,0.218,27.26,15.69,12.68,5.67,0.081,0.0,False,GPU
+27,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1351.0,+84/-82,0.071,28.67,25.09,13.54,6.98,0.233,0.0,False,GPU
+28,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1349.0,+97/-138,0.112,28.74,21.98,14.46,389.62,2.114,0.0,False,CPU
+29,🧠⚡,Foundation Model,[BetaTabPFN (default)](https://arxiv.org/abs/2502.02527),➖,1341.0,+136/-132,0.122,29.18,21.44,15.921,84.36,0.919,0.0,False,GPU
+30,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1338.0,+83/-84,0.076,29.33,23.8,12.269,1169.3,0.053,0.0,False,CPU
+31,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1334.0,+125/-102,0.086,29.6,25.47,15.629,2.09,0.019,0.0,False,CPU
+32,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1322.0,+111/-117,0.077,30.22,19.83,13.703,4805.66,43.211,0.0,False,GPU
+33,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1321.0,+116/-99,0.062,30.27,22.3,13.699,52.45,0.219,0.0,False,CPU
+34,🧠🔁,Neural Network,[LimiX (default) [60.00% IMPUTED]](https://arxiv.org/abs/2509.03505),➖,1303.0,+188/-187,0.21,31.21,14.25,18.746,0.44,0.016,60.0,True,GPU
+35,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1289.0,+90/-106,0.061,31.97,28.98,13.714,0.28,0.033,0.0,False,CPU
+36,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1284.0,+124/-111,0.063,32.2,24.11,14.614,52.45,0.021,0.0,False,CPU
+37,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1277.0,+79/-71,0.009,32.57,29.74,14.632,10.5,0.606,0.0,False,GPU
+38,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1259.0,+71/-86,0.026,33.5,30.99,13.754,38.42,0.32,0.0,False,CPU
+39,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1241.0,+122/-150,0.029,34.41,21.89,17.572,46.9,45.623,0.0,False,GPU
+40,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1214.0,+80/-141,0.033,35.73,30.58,17.64,389.62,0.112,0.0,False,CPU
+41,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1201.0,+75/-84,0.012,36.32,34.32,15.542,38.42,0.028,0.0,False,CPU
+42,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1176.0,+63/-70,0.0,37.5,35.95,16.74,1.87,0.046,0.0,False,CPU
+43,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1139.0,+109/-210,0.038,39.1,33.8,21.377,1.61,0.112,0.0,False,CPU
+44,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,1099.0,+142/-227,0.007,40.78,36.67,26.806,43.46,0.087,0.0,False,CPU
+45,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,1068.0,+95/-197,0.009,41.96,33.16,24.396,331.68,44.947,0.0,False,CPU
+46,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,1048.0,+150/-236,0.004,42.71,39.35,28.029,43.46,0.021,0.0,False,CPU
+47,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+99/-176,0.0,44.35,43.24,22.389,0.12,0.013,0.0,False,CPU
+48,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,928.0,+135/-232,0.0,46.49,44.98,29.601,0.2,0.023,0.0,False,CPU
+49,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,914.0,+201/-459,0.022,46.88,41.22,31.192,2.8,0.224,0.0,False,GPU
+50,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,880.0,+87/-199,0.0,47.71,47.28,26.755,0.09,0.019,0.0,False,CPU
+51,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),➖,859.0,+109/-176,0.0,48.2,47.41,32.973,0.2,0.033,0.0,False,GPU
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+#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
+0,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1604.0,+78/-60,0.711,9.9,4.49,8.48,610.76,8.082,0.0,False,GPU
+1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1602.0,+88/-82,0.725,9.98,3.67,5.856,2289.05,8.114,0.0,False,GPU
+2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1583.0,+75/-67,0.697,10.77,4.36,6.98,2289.05,1.254,0.0,False,GPU
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+4,🧠🔁,Neural Network,[LimiX (default) [0.40% IMPUTED]](https://arxiv.org/abs/2509.03505),➖,1489.0,+85/-70,0.559,15.35,5.56,10.809,4.62,0.633,0.4,True,GPU
+5,🧠⚡,Foundation Model,[TabPFNv2 (tuned + ensembled) [7.14% IMPUTED]](https://www.nature.com/articles/s41586-024-08328-6),✔️,1488.0,+85/-75,0.54,15.43,6.02,11.831,3302.86,45.811,7.14,True,GPU
+6,🧠🔁,Neural Network,[Mitra (default) [7.14% IMPUTED]](https://arxiv.org/abs/2510.21204),✔️,1484.0,+92/-78,0.556,15.65,6.52,12.423,144.27,3.772,7.14,True,GPU
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+11,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1409.0,+67/-62,0.399,20.04,7.07,11.946,5271.34,231.986,0.0,False,GPU
+12,🧠⚡,Foundation Model,[TabPFNv2 (tuned) [7.14% IMPUTED]](https://www.nature.com/articles/s41586-024-08328-6),✔️,1407.0,+106/-83,0.416,20.18,6.83,14.357,3302.86,0.929,7.14,True,GPU
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+30,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1275.0,+41/-37,0.125,28.82,19.23,17.729,3351.28,0.544,0.0,False,CPU
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+32,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1267.0,+54/-50,0.126,29.33,20.53,17.082,2977.49,2.415,0.0,False,CPU
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+35,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1242.0,+70/-62,0.161,30.99,15.99,18.731,1423.89,9.208,0.0,False,CPU
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+38,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1200.0,+81/-70,0.105,33.77,19.75,20.935,399.55,1.466,0.0,False,CPU
+39,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1194.0,+44/-56,0.072,34.22,22.35,19.321,2977.49,0.156,0.0,False,CPU
+40,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1192.0,+58/-53,0.07,34.32,19.34,20.087,1423.89,0.749,0.0,False,CPU
+41,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1171.0,+41/-48,0.025,35.67,28.99,19.87,2.79,0.238,0.0,False,CPU
+42,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1163.0,+82/-76,0.078,36.19,20.05,21.958,399.55,0.174,0.0,False,CPU
+43,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1156.0,+50/-53,0.054,36.6,29.76,20.316,3.15,0.141,0.0,False,CPU
+44,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1150.0,+76/-89,0.091,36.98,19.99,22.17,571.65,1.39,0.0,False,CPU
+45,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1110.0,+75/-74,0.051,39.41,18.55,23.019,571.65,0.129,0.0,False,CPU
+46,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1059.0,+60/-66,0.013,42.3,30.74,24.096,11.29,0.204,0.0,False,CPU
+47,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),➖,1044.0,+91/-103,0.082,43.07,25.61,27.29,2.59,0.533,0.0,False,GPU
+48,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,1025.0,+75/-110,0.022,44.09,36.08,26.058,4.95,1.012,0.0,False,GPU
+49,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,1023.0,+78/-96,0.051,44.16,29.56,30.914,483.02,0.874,0.0,False,CPU
+50,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1009.0,+67/-72,0.0,44.85,28.65,25.623,5.04,0.646,0.0,False,CPU
+51,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,1008.0,+86/-111,0.027,44.91,28.44,28.815,121.17,1.63,0.0,False,CPU
+52,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+67/-78,0.008,45.29,37.69,28.537,0.46,0.068,0.0,False,CPU
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+#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
+0,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1634.0,+83/-79,0.728,9.78,3.8,6.234,2168.17,7.961,0.0,False,GPU
+1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1631.0,+70/-57,0.747,9.87,4.93,7.553,5.99,0.633,0.0,False,GPU
+2,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1625.0,+85/-64,0.701,10.13,4.67,9.074,604.44,8.082,0.0,False,GPU
+3,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1614.0,+81/-69,0.702,10.59,4.34,7.377,2168.17,1.23,0.0,False,GPU
+4,🧠⚡,Foundation Model,[TabPFNv2 (tuned + ensembled)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1544.0,+69/-56,0.576,13.78,5.67,11.21,3445.6,48.236,0.0,False,GPU
+5,🧠🔁,Neural Network,[Mitra (default)](https://arxiv.org/abs/2510.21204),✔️,1536.0,+80/-59,0.593,14.17,6.16,11.857,146.65,4.101,0.0,False,GPU
+6,🧠🔁,Neural Network,[LimiX (default)](https://arxiv.org/abs/2509.03505),➖,1518.0,+87/-73,0.58,15.09,5.58,11.42,4.37,0.585,0.0,False,GPU
+7,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1486.0,+61/-44,0.447,16.86,9.64,13.101,3169.9,16.793,0.0,False,GPU
+8,🧠⚡,Foundation Model,[TabICL (default)](https://arxiv.org/abs/2502.05564),✔️,1459.0,+71/-61,0.447,18.45,6.6,12.877,8.89,1.743,0.0,False,GPU
+9,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1454.0,+71/-46,0.373,18.73,10.01,14.494,2828.45,1.596,0.0,False,GPU
+10,🧠⚡,Foundation Model,[TabPFNv2 (tuned)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1452.0,+82/-72,0.442,18.89,6.45,13.931,3445.6,0.995,0.0,False,GPU
+11,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1444.0,+66/-55,0.356,19.32,10.43,14.093,2898.23,1.884,0.0,False,CPU
+12,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1425.0,+77/-70,0.388,20.47,6.97,12.671,5119.36,231.986,0.0,False,GPU
+13,🧠⚡,Foundation Model,[BetaTabPFN (default)](https://arxiv.org/abs/2502.02527),➖,1424.0,+60/-53,0.369,20.56,10.58,15.951,330.95,2.023,0.0,False,GPU
+14,🧠⚡,Foundation Model,[TabPFNv2 (default)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1410.0,+84/-72,0.421,21.42,8.85,15.11,4.06,0.436,0.0,False,GPU
+15,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1400.0,+56/-54,0.297,22.04,11.42,14.802,3169.9,1.446,0.0,False,GPU
+16,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1400.0,+82/-72,0.355,22.07,7.06,13.572,5119.36,26.967,0.0,False,GPU
+17,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1399.0,+72/-51,0.29,22.12,11.71,15.476,2828.45,0.216,0.0,False,GPU
+18,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1388.0,+42/-35,0.23,22.83,15.77,16.363,647.56,1.72,0.0,False,CPU
+19,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1362.0,+37/-30,0.175,24.46,17.6,16.741,647.56,0.284,0.0,False,CPU
+20,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1356.0,+50/-36,0.186,24.9,17.76,16.602,1465.86,0.692,0.0,False,CPU
+21,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1355.0,+56/-50,0.195,24.97,11.03,15.889,5944.88,0.516,0.0,False,GPU
+22,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1342.0,+48/-35,0.173,25.77,18.98,16.823,1465.86,0.091,0.0,False,CPU
+23,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1326.0,+64/-56,0.23,26.84,14.3,18.007,10.42,0.155,0.0,False,GPU
+24,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1325.0,+46/-41,0.157,26.9,19.33,17.617,766.06,1.917,0.0,False,CPU
+25,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1323.0,+95/-83,0.242,27.06,11.78,17.015,5944.88,8.396,0.0,False,GPU
+26,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1320.0,+45/-44,0.159,27.23,18.32,17.726,5.72,0.11,0.0,False,CPU
+27,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1320.0,+87/-95,0.3,27.25,8.62,16.755,50.32,43.824,0.0,False,GPU
+28,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1320.0,+50/-53,0.172,27.25,16.63,17.396,934.1,2.767,0.0,False,GPU
+29,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1309.0,+39/-36,0.119,27.97,19.24,17.841,766.06,0.278,0.0,False,CPU
+30,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1297.0,+46/-41,0.117,28.77,18.8,18.633,2686.11,0.47,0.0,False,CPU
+31,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1294.0,+56/-54,0.135,28.96,20.03,17.813,2862.05,2.158,0.0,False,CPU
+32,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1283.0,+45/-58,0.14,29.68,15.39,19.49,14.8,0.337,0.0,False,GPU
+33,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1277.0,+50/-50,0.12,30.07,16.88,18.738,934.1,0.165,0.0,False,GPU
+34,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1275.0,+77/-87,0.174,30.22,15.28,19.42,1358.63,8.067,0.0,False,CPU
+35,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1269.0,+45/-48,0.083,30.63,18.46,19.24,2686.11,0.056,0.0,False,CPU
+36,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1244.0,+50/-47,0.089,32.25,19.07,20.124,7.4,0.057,0.0,False,CPU
+37,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1243.0,+44/-39,0.068,32.34,20.31,19.291,13.83,3.953,0.0,False,GPU
+38,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1219.0,+64/-78,0.076,33.88,19.08,20.796,1358.63,0.897,0.0,False,CPU
+39,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1213.0,+53/-43,0.061,34.25,22.19,20.109,2862.05,0.152,0.0,False,CPU
+40,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1199.0,+60/-67,0.076,35.15,24.0,22.25,370.85,1.466,0.0,False,CPU
+41,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1184.0,+45/-43,0.019,36.07,30.03,21.0,2.4,0.218,0.0,False,CPU
+42,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1160.0,+62/-70,0.046,37.55,25.98,23.266,370.85,0.161,0.0,False,CPU
+43,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1153.0,+36/-44,0.027,37.95,32.6,21.599,2.9,0.133,0.0,False,CPU
+44,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1133.0,+70/-69,0.043,39.17,25.14,23.712,527.42,1.39,0.0,False,CPU
+45,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1093.0,+61/-65,0.011,41.45,24.97,24.551,527.42,0.123,0.0,False,CPU
+46,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1081.0,+56/-63,0.014,42.1,30.05,24.892,10.38,0.188,0.0,False,CPU
+47,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),➖,1071.0,+83/-130,0.088,42.63,24.72,27.865,2.43,0.495,0.0,False,GPU
+48,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,1058.0,+100/-110,0.054,43.29,28.54,30.113,436.81,0.874,0.0,False,CPU
+49,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,1034.0,+89/-103,0.024,44.5,35.91,27.438,4.4,0.974,0.0,False,GPU
+50,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,1033.0,+101/-105,0.036,44.53,30.27,30.656,436.81,0.106,0.0,False,CPU
+51,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1032.0,+72/-81,0.0,44.59,27.79,26.107,4.73,0.623,0.0,False,CPU
+52,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,1008.0,+77/-109,0.015,45.72,32.67,30.107,113.26,1.55,0.0,False,CPU
+53,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+61/-83,0.003,46.1,38.93,29.212,0.45,0.066,0.0,False,CPU
+54,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,969.0,+75/-112,0.009,47.45,40.18,30.601,0.4,0.07,0.0,False,CPU
+55,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,958.0,+91/-127,0.023,47.9,33.34,33.436,2.16,0.139,0.0,False,CPU
+56,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,909.0,+87/-143,0.001,49.71,34.2,36.035,113.26,0.12,0.0,False,CPU
+57,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,600.0,+121/-261,0.0,56.33,51.43,49.89,0.26,0.023,0.0,False,CPU
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diff --git a/data/imputation_yes/splits_all/tasks_multiclass/datasets_all/website_leaderboard.csv b/data/imputation_yes/splits_all/tasks_multiclass/datasets_all/website_leaderboard.csv
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+#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
+0,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1724.0,+151/-70,0.833,7.12,4.6,9.367,1045.67,7.086,0.0,False,GPU
+1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1710.0,+222/-98,0.825,7.55,3.44,6.694,2710.27,1.347,0.0,False,GPU
+2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1706.0,+284/-137,0.825,7.67,2.39,5.887,2710.27,8.099,0.0,False,GPU
+3,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1578.0,+229/-151,0.66,12.67,4.96,8.831,10.23,0.844,0.0,False,GPU
+4,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1504.0,+192/-99,0.428,16.41,6.12,14.488,6219.24,3.78,0.0,False,CPU
+5,🧠🔁,Neural Network,[LimiX (default) [12.50% IMPUTED]](https://arxiv.org/abs/2509.03505),➖,1497.0,+174/-104,0.471,16.84,6.1,12.101,5.85,0.91,12.5,True,GPU
+6,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1493.0,+163/-107,0.49,17.05,7.75,12.999,4150.25,19.131,0.0,False,GPU
+7,🧠⚡,Foundation Model,[TabPFNv2 (tuned + ensembled) [25.00% IMPUTED]](https://www.nature.com/articles/s41586-024-08328-6),✔️,1482.0,+262/-213,0.593,17.66,5.63,16.891,2589.89,10.803,25.0,True,GPU
+8,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1467.0,+128/-74,0.432,18.53,10.07,14.123,4150.25,3.423,0.0,False,GPU
+9,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1452.0,+121/-82,0.395,19.44,11.32,16.878,5885.87,1.632,0.0,False,GPU
+10,🧠🔁,Neural Network,[Mitra (default) [25.00% IMPUTED]](https://arxiv.org/abs/2510.21204),✔️,1446.0,+200/-163,0.467,19.8,9.18,18.817,161.61,3.705,25.0,True,GPU
+11,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1437.0,+120/-84,0.318,20.35,14.42,16.499,1377.29,5.202,0.0,False,CPU
+12,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1434.0,+96/-58,0.303,20.56,17.07,14.953,3104.39,1.095,0.0,False,CPU
+13,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1428.0,+103/-77,0.291,20.92,15.57,16.719,1377.29,1.259,0.0,False,CPU
+14,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1417.0,+164/-123,0.387,21.57,9.17,18.584,4635.14,212.285,0.0,False,GPU
+15,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1415.0,+113/-80,0.338,21.74,11.29,17.724,5885.87,0.299,0.0,False,GPU
+16,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1409.0,+95/-59,0.248,22.06,17.73,15.572,3104.39,0.212,0.0,False,CPU
+17,🧠⚡,Foundation Model,[TabPFNv2 (tuned) [25.00% IMPUTED]](https://www.nature.com/articles/s41586-024-08328-6),✔️,1409.0,+198/-168,0.421,22.11,8.31,18.891,2589.89,0.54,25.0,True,GPU
+18,🧠⚡,Foundation Model,[TabPFNv2 (default) [25.00% IMPUTED]](https://www.nature.com/articles/s41586-024-08328-6),✔️,1398.0,+188/-143,0.357,22.75,11.93,17.461,6.47,0.363,25.0,True,GPU
+19,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1389.0,+92/-81,0.244,23.32,18.49,16.984,2210.02,0.974,0.0,False,CPU
+20,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1386.0,+106/-80,0.209,23.52,15.97,16.17,7127.77,9.214,0.0,False,GPU
+21,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1383.0,+100/-84,0.235,23.69,18.39,17.116,2210.02,3.985,0.0,False,CPU
+22,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1376.0,+72/-52,0.187,24.16,12.11,16.529,7127.77,0.776,0.0,False,GPU
+23,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1364.0,+176/-118,0.33,24.87,10.15,20.408,4635.14,34.77,0.0,False,GPU
+24,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1348.0,+147/-123,0.258,25.92,16.87,19.531,1980.6,3.605,0.0,False,GPU
+25,🧠⚡,Foundation Model,[BetaTabPFN (default)](https://arxiv.org/abs/2502.02527),➖,1346.0,+132/-110,0.27,26.08,18.97,20.079,507.73,4.428,0.0,False,GPU
+26,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1341.0,+109/-97,0.191,26.36,18.26,18.908,36484.23,0.827,0.0,False,CPU
+27,🧠⚡,Foundation Model,[TabICL (default) [12.50% IMPUTED]](https://arxiv.org/abs/2502.05564),✔️,1319.0,+169/-167,0.269,27.84,12.57,22.325,10.98,1.898,12.5,True,GPU
+28,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1317.0,+124/-118,0.238,27.97,17.42,20.804,17.83,0.197,0.0,False,GPU
+29,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1309.0,+180/-174,0.287,28.5,11.75,20.881,737.91,1.864,0.0,False,CPU
+30,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1307.0,+169/-141,0.238,28.59,14.2,21.669,717.36,1.612,0.0,False,CPU
+31,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1304.0,+86/-71,0.147,28.79,24.75,19.049,50.54,0.227,0.0,False,CPU
+32,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1300.0,+136/-109,0.113,29.04,22.15,20.573,3901.28,2.028,0.0,False,CPU
+33,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1299.0,+107/-113,0.147,29.14,20.44,19.677,36484.23,0.127,0.0,False,CPU
+34,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1267.0,+126/-136,0.148,31.18,23.71,21.594,19.31,0.108,0.0,False,CPU
+35,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1262.0,+163/-157,0.196,31.48,13.13,23.154,717.36,0.326,0.0,False,CPU
+36,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1259.0,+202/-138,0.219,31.68,9.38,23.472,43.39,42.575,0.0,False,GPU
+37,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1259.0,+199/-203,0.226,31.69,10.23,22.263,737.91,0.316,0.0,False,CPU
+38,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1257.0,+176/-164,0.207,31.79,13.98,24.229,2644.99,12.294,0.0,False,CPU
+39,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1253.0,+134/-120,0.161,32.06,18.15,21.886,1980.6,0.61,0.0,False,GPU
+40,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1236.0,+119/-144,0.119,33.09,23.26,22.898,3901.28,0.223,0.0,False,CPU
+41,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1233.0,+118/-80,0.067,33.31,28.8,20.542,4.72,0.542,0.0,False,CPU
+42,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1212.0,+147/-122,0.134,34.53,26.5,22.667,5.04,0.429,0.0,False,CPU
+43,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1206.0,+131/-146,0.1,34.95,19.21,25.342,2644.99,1.148,0.0,False,CPU
+44,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1194.0,+79/-84,0.031,35.67,29.76,25.353,17.94,0.691,0.0,False,GPU
+45,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1145.0,+58/-74,0.0,38.53,35.95,25.964,19.2,7.624,0.0,False,GPU
+46,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,1081.0,+118/-200,0.05,41.88,36.27,29.352,9.42,1.675,0.0,False,GPU
+47,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1048.0,+72/-119,0.0,43.44,34.63,28.741,13.69,0.314,0.0,False,CPU
+48,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,1001.0,+214/-366,0.043,45.5,24.18,39.389,151.69,2.346,0.0,False,CPU
+49,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+107/-182,0.0,45.54,42.17,35.605,0.74,0.137,0.0,False,CPU
+50,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,979.0,+94/-231,0.0,46.4,44.39,40.046,892.95,0.818,0.0,False,CPU
+51,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,950.0,+122/-199,0.0,47.5,45.33,34.685,8.51,0.734,0.0,False,CPU
+52,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,943.0,+84/-237,0.0,47.74,45.41,41.043,892.95,0.146,0.0,False,CPU
+53,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,899.0,+132/-177,0.0,49.25,46.82,40.735,0.69,0.137,0.0,False,CPU
+54,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),➖,850.0,+110/-155,0.0,50.73,50.4,39.73,5.05,1.013,0.0,False,GPU
+55,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,833.0,+268/-604,0.04,51.18,39.36,49.678,151.69,0.258,0.0,False,CPU
+56,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,731.0,+89/-254,0.0,53.53,53.21,47.224,4.53,0.164,0.0,False,CPU
+57,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,188.0,+131/-663,0.0,57.77,57.76,70.56,0.52,0.076,0.0,False,CPU
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+#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
+0,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,9270.0,+0/-0,1.0,1.11,1.06,0.019,133.98,8.253,0.0,False,GPU
+1,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,8803.0,+0/-0,0.934,2.56,2.2,1.7,276.87,4.662,0.0,False,CPU
+2,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,8700.0,+0/-0,0.927,3.0,2.84,1.878,276.86,3.44,0.0,False,GPU
+3,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,8621.0,+0/-0,0.905,3.33,3.0,2.424,133.98,2.816,0.0,False,GPU
+4,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,6195.0,+0/-0,0.594,6.78,6.31,9.581,61.95,0.17,0.0,False,CPU
+5,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,6182.0,+0/-0,0.595,6.89,6.45,9.545,7606.4,0.826,0.0,False,CPU
+6,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,6134.0,+0/-0,0.573,7.33,7.13,10.011,157.72,3.649,0.0,False,CPU
+7,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,6038.0,+0/-0,0.578,8.22,7.72,9.898,7606.4,0.048,0.0,False,CPU
+8,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,5997.0,+0/-0,0.578,8.67,7.91,9.921,61.95,0.016,0.0,False,CPU
+9,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,5959.0,+0/-0,0.552,9.11,8.66,10.441,157.72,0.374,0.0,False,CPU
+10,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,5682.0,+0/-0,0.508,11.89,10.98,11.347,2688.02,0.24,0.0,False,CPU
+11,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,5671.0,+0/-0,0.518,12.0,11.9,11.168,466.47,1.036,0.0,False,CPU
+12,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,5573.0,+0/-0,0.499,13.0,12.51,11.536,2688.02,0.726,0.0,False,CPU
+13,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,5519.0,+0/-0,0.501,13.56,13.39,11.505,0.39,0.051,0.0,False,CPU
+14,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,5486.0,+0/-0,0.501,13.89,13.77,11.505,466.47,0.051,0.0,False,CPU
+15,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,5145.0,+0/-0,0.399,17.0,16.0,13.544,1.48,0.53,0.0,False,GPU
+16,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,5108.0,+0/-0,0.423,17.33,17.24,13.063,7.54,0.047,0.0,False,CPU
+17,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,5082.0,+0/-0,0.407,17.56,17.52,13.396,4423.24,29.2,0.0,False,GPU
+18,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,5032.0,+0/-0,0.389,18.0,17.84,13.739,17.7,0.086,0.0,False,CPU
+19,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,4812.0,+0/-0,0.354,19.67,19.62,14.412,4423.24,2.237,0.0,False,GPU
+20,🧠⚡,Foundation Model,[TabICL (default)](https://arxiv.org/abs/2502.05564),✔️,4739.0,+0/-0,0.348,20.11,20.02,14.523,2.82,1.073,0.0,False,GPU
+21,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,3202.0,+0/-0,0.25,22.11,22.11,16.353,20.98,0.329,0.0,False,CPU
+22,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,2532.0,+0/-0,0.132,24.22,24.17,18.457,4638.91,343.215,0.0,False,GPU
+23,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,2475.0,+0/-0,0.115,24.56,24.47,18.732,2389.31,0.267,0.0,False,CPU
+24,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,2475.0,+0/-0,0.113,24.56,24.51,18.777,20.98,0.027,0.0,False,CPU
+25,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,2456.0,+0/-0,0.109,24.67,24.61,18.841,2389.31,0.023,0.0,False,CPU
+26,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1738.0,+0/-0,0.0,27.44,27.43,20.674,14.87,1.855,0.0,False,GPU
+27,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1554.0,+0/-0,0.0,28.33,28.3,20.901,1993.14,0.452,0.0,False,GPU
+28,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1404.0,+0/-0,0.0,29.22,29.16,21.65,1993.14,0.059,0.0,False,GPU
+29,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1218.0,+0/-0,0.0,30.44,30.4,22.097,4638.91,43.781,0.0,False,GPU
+30,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1218.0,+0/-0,0.0,30.44,30.35,22.475,40.54,38.741,0.0,False,GPU
+31,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+0/-0,0.0,31.89,31.77,23.341,0.18,0.008,0.0,False,CPU
+32,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,821.0,+0/-0,0.0,33.0,32.98,23.568,1294.93,0.417,0.0,False,GPU
+33,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,665.0,+0/-0,0.0,33.89,33.86,24.01,1294.93,0.06,0.0,False,GPU
+34,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,599.0,+0/-0,0.0,34.22,34.18,24.919,0.18,0.04,0.0,False,CPU
+35,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,-215.0,+0/-0,0.0,36.11,36.11,28.274,1863.58,6.302,0.0,False,GPU
+36,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,-734.0,+0/-0,0.0,37.56,37.54,30.79,1863.58,1.131,0.0,False,GPU
+37,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,-788.0,+0/-0,0.0,37.78,37.75,30.768,3.96,0.025,0.0,False,CPU
+38,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,-1010.0,+0/-0,0.0,38.67,38.66,32.321,6.85,0.088,0.0,False,GPU
+39,🧠⚡,Foundation Model,[BetaTabPFN (default)](https://arxiv.org/abs/2502.02527),➖,-1462.0,+0/-0,0.0,39.89,39.89,33.496,66.06,1.792,0.0,False,GPU
+40,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,-2063.0,+0/-0,0.0,41.0,41.0,37.017,7.55,0.149,0.0,False,GPU
+41,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,-2631.0,+0/-0,0.0,42.11,42.11,41.044,569.0,0.17,0.0,False,CPU
+42,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,-2955.0,+0/-0,0.0,42.89,42.89,41.644,569.0,1.658,0.0,False,CPU
+43,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,-3626.0,+0/-0,0.0,44.11,44.11,50.207,0.07,0.015,0.0,False,CPU
+44,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,-4076.0,+0/-0,0.0,45.22,45.21,51.289,2.86,0.085,0.0,False,CPU
+45,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,-4255.0,+0/-0,0.0,45.78,45.77,51.687,30.41,0.089,0.0,False,CPU
+46,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,-4823.0,+0/-0,0.0,47.44,47.44,54.976,30.41,0.015,0.0,False,CPU
+47,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,-5018.0,+0/-0,0.0,48.33,48.32,55.365,0.13,0.014,0.0,False,CPU
+48,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,-5106.0,+0/-0,0.0,48.78,48.72,55.242,3.09,0.997,0.0,False,GPU
+49,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),➖,-5308.0,+0/-0,0.0,49.78,49.77,56.49,0.11,0.023,0.0,False,GPU
+50,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,-5500.0,+0/-0,0.0,50.56,50.54,57.332,76.27,3.054,0.0,False,CPU
+51,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,-6498.0,+0/-0,0.0,52.0,52.0,70.796,76.27,0.37,0.0,False,CPU
+52,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,-7418.0,+0/-0,0.0,53.0,53.0,82.671,0.14,0.136,0.0,False,CPU
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+#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
+0,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1751.0,+173/-64,0.819,7.7,5.05,10.436,1154.67,7.879,0.0,False,GPU
+1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1737.0,+229/-89,0.813,8.15,3.51,7.304,2742.37,1.218,0.0,False,GPU
+2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1724.0,+264/-127,0.8,8.61,2.91,6.725,2742.37,7.945,0.0,False,GPU
+3,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1637.0,+311/-165,0.691,12.05,4.51,8.157,11.21,0.845,0.0,False,GPU
+4,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1589.0,+185/-115,0.56,14.33,6.97,11.489,4471.59,21.354,0.0,False,GPU
+5,🧠🔁,Neural Network,[LimiX (default)](https://arxiv.org/abs/2509.03505),➖,1586.0,+164/-99,0.539,14.47,5.46,10.495,6.22,1.092,0.0,False,GPU
+6,🧠⚡,Foundation Model,[TabPFNv2 (tuned + ensembled) [14.29% IMPUTED]](https://www.nature.com/articles/s41586-024-08328-6),✔️,1578.0,+333/-218,0.678,14.92,5.03,15.957,2986.29,15.005,14.29,True,GPU
+7,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1560.0,+120/-62,0.494,15.82,9.12,12.71,4471.59,3.76,0.0,False,GPU
+8,🧠🔁,Neural Network,[Mitra (default) [14.29% IMPUTED]](https://arxiv.org/abs/2510.21204),✔️,1523.0,+229/-174,0.533,17.86,8.32,18.171,200.23,4.42,14.29,True,GPU
+9,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1519.0,+153/-74,0.443,18.09,10.41,16.304,5929.46,1.73,0.0,False,GPU
+10,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1514.0,+213/-86,0.355,18.38,8.2,16.315,6548.58,2.898,0.0,False,CPU
+11,🧠⚡,Foundation Model,[TabPFNv2 (tuned) [14.29% IMPUTED]](https://www.nature.com/articles/s41586-024-08328-6),✔️,1487.0,+230/-196,0.482,20.01,7.48,18.242,2986.29,0.63,14.29,True,GPU
+12,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1477.0,+144/-80,0.384,20.59,10.38,17.164,5929.46,0.337,0.0,False,GPU
+13,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1467.0,+185/-157,0.415,21.19,8.42,18.602,4631.38,190.647,0.0,False,GPU
+14,🧠⚡,Foundation Model,[TabPFNv2 (default) [14.29% IMPUTED]](https://www.nature.com/articles/s41586-024-08328-6),✔️,1466.0,+203/-166,0.408,21.23,10.93,16.621,7.26,0.403,14.29,True,GPU
+15,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1460.0,+92/-51,0.27,21.64,18.01,15.441,3272.91,1.185,0.0,False,CPU
+16,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1451.0,+161/-83,0.278,22.2,16.88,17.426,1502.45,6.33,0.0,False,CPU
+17,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1444.0,+136/-72,0.249,22.61,17.58,17.616,1502.45,1.367,0.0,False,CPU
+18,🧠⚡,Foundation Model,[BetaTabPFN (default)](https://arxiv.org/abs/2502.02527),➖,1431.0,+130/-108,0.309,23.4,17.52,18.163,684.78,4.816,0.0,False,GPU
+19,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1429.0,+82/-46,0.206,23.52,19.44,16.176,3272.91,0.21,0.0,False,CPU
+20,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1426.0,+107/-136,0.295,23.75,15.56,18.282,2097.62,3.142,0.0,False,GPU
+21,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1425.0,+196/-162,0.377,23.79,9.25,20.167,4631.38,30.351,0.0,False,GPU
+22,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1416.0,+127/-95,0.174,24.37,15.77,16.566,7359.32,9.026,0.0,False,GPU
+23,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1411.0,+108/-73,0.202,24.67,19.44,17.767,2551.65,1.021,0.0,False,CPU
+24,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1409.0,+78/-58,0.157,24.81,11.48,16.831,7359.32,0.596,0.0,False,GPU
+25,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1400.0,+124/-73,0.189,25.36,19.94,17.966,2551.65,4.527,0.0,False,CPU
+26,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1394.0,+158/-112,0.272,25.73,16.04,19.159,19.65,0.236,0.0,False,GPU
+27,🧠⚡,Foundation Model,[TabICL (default) [14.29% IMPUTED]](https://arxiv.org/abs/2502.05564),✔️,1344.0,+200/-161,0.252,28.94,11.94,23.44,11.18,2.132,14.29,True,GPU
+28,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1341.0,+80/-84,0.129,29.14,24.71,20.246,63121.14,0.827,0.0,False,CPU
+29,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1336.0,+217/-166,0.237,29.49,12.7,21.741,2775.63,12.592,0.0,False,CPU
+30,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1336.0,+190/-189,0.229,29.51,13.51,22.429,717.53,1.628,0.0,False,CPU
+31,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1333.0,+164/-116,0.103,29.68,21.86,20.836,4142.25,2.105,0.0,False,CPU
+32,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1321.0,+93/-70,0.102,30.43,26.4,19.905,64.18,0.255,0.0,False,CPU
+33,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1319.0,+102/-118,0.184,30.56,16.78,20.614,2097.62,0.515,0.0,False,GPU
+34,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1302.0,+185/-212,0.239,31.6,13.41,22.496,755.05,2.155,0.0,False,CPU
+35,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1301.0,+229/-201,0.25,31.69,8.53,23.615,46.25,45.74,0.0,False,GPU
+36,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1294.0,+86/-94,0.081,32.12,26.74,21.074,63121.14,0.173,0.0,False,CPU
+37,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1288.0,+190/-222,0.199,32.47,12.32,23.78,717.53,0.339,0.0,False,CPU
+38,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1279.0,+146/-130,0.108,33.06,24.87,22.716,20.91,0.126,0.0,False,CPU
+39,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1276.0,+199/-153,0.115,33.22,17.71,23.099,2775.63,1.431,0.0,False,CPU
+40,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1263.0,+171/-174,0.153,34.05,25.43,22.345,5.32,0.431,0.0,False,CPU
+41,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1259.0,+129/-141,0.112,34.29,23.07,23.478,4142.25,0.287,0.0,False,CPU
+42,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1247.0,+184/-230,0.171,34.98,10.68,24.026,755.05,0.317,0.0,False,CPU
+43,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1228.0,+38/-42,0.0,36.13,34.47,21.833,5.48,0.599,0.0,False,CPU
+44,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1216.0,+98/-86,0.025,36.84,30.12,26.021,20.96,0.482,0.0,False,GPU
+45,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1205.0,+52/-73,0.0,37.46,34.86,24.386,19.63,7.686,0.0,False,GPU
+46,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,1156.0,+98/-168,0.057,40.18,34.66,25.653,10.84,2.189,0.0,False,GPU
+47,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1088.0,+73/-139,0.0,43.54,33.72,28.451,14.75,0.337,0.0,False,CPU
+48,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,1077.0,+206/-394,0.049,44.06,22.38,36.825,173.37,1.638,0.0,False,CPU
+49,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,1038.0,+99/-212,0.0,45.77,43.6,38.383,905.14,0.875,0.0,False,CPU
+50,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,1005.0,+97/-238,0.0,47.07,44.56,39.053,905.14,0.175,0.0,False,CPU
+51,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1004.0,+153/-222,0.0,47.11,44.7,32.313,8.97,0.743,0.0,False,CPU
+52,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+121/-211,0.0,47.28,43.84,37.357,0.85,0.148,0.0,False,CPU
+53,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,943.0,+142/-240,0.0,49.27,46.51,39.382,0.78,0.147,0.0,False,CPU
+54,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),➖,915.0,+88/-170,0.0,50.15,49.83,37.336,5.83,1.167,0.0,False,GPU
+55,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,908.0,+270/-615,0.046,50.35,37.69,46.661,173.37,0.147,0.0,False,CPU
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+0,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1876.0,+270/-100,0.87,6.14,2.55,7.591,2710.27,7.889,0.0,False,GPU
+1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1852.0,+240/-92,0.851,6.75,3.29,8.338,2710.27,1.076,0.0,False,GPU
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+4,🧠⚡,Foundation Model,[TabPFNv2 (tuned + ensembled)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1788.0,+296/-112,0.791,8.58,4.37,12.979,3585.96,32.815,0.0,False,GPU
+5,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1708.0,+168/-44,0.653,11.4,6.17,12.954,4150.25,19.131,0.0,False,GPU
+6,🧠🔁,Neural Network,[LimiX (default)](https://arxiv.org/abs/2509.03505),➖,1688.0,+166/-61,0.628,12.2,5.26,11.831,5.85,0.91,0.0,False,GPU
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+11,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1575.0,+284/-135,0.414,17.28,7.5,18.07,7307.18,4.205,0.0,False,CPU
+12,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1549.0,+239/-110,0.412,18.59,10.08,18.854,5885.87,1.632,0.0,False,GPU
+13,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1513.0,+108/-46,0.303,20.47,17.01,17.651,3104.39,1.095,0.0,False,CPU
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+15,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1481.0,+240/-202,0.377,22.22,8.34,21.539,4513.63,201.505,0.0,False,GPU
+16,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1474.0,+122/-64,0.203,22.61,14.46,18.788,7367.31,7.816,0.0,False,GPU
+17,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1470.0,+95/-49,0.218,22.86,18.63,18.528,3104.39,0.18,0.0,False,CPU
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+19,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1460.0,+224/-87,0.219,23.37,17.51,20.164,1377.29,6.652,0.0,False,CPU
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+21,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1450.0,+196/-70,0.188,23.97,18.81,20.379,1377.29,1.395,0.0,False,CPU
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+23,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1431.0,+237/-220,0.338,25.04,8.66,23.355,4513.63,26.967,0.0,False,GPU
+24,🧠⚡,Foundation Model,[TabICL (default)](https://arxiv.org/abs/2502.05564),✔️,1424.0,+226/-151,0.294,25.44,10.59,21.754,12.57,2.243,0.0,False,GPU
+25,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1420.0,+212/-145,0.267,25.68,15.1,22.067,17.83,0.197,0.0,False,GPU
+26,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1412.0,+144/-153,0.205,26.15,21.17,21.235,1880.81,2.744,0.0,False,GPU
+27,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1410.0,+86/-72,0.092,26.26,14.18,19.439,7367.31,0.587,0.0,False,GPU
+28,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1381.0,+315/-274,0.276,27.89,11.42,24.53,2644.99,12.716,0.0,False,CPU
+29,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1347.0,+200/-164,0.121,29.89,21.48,23.884,4654.35,2.028,0.0,False,CPU
+30,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1340.0,+132/-106,0.076,30.27,25.3,23.387,36484.23,0.712,0.0,False,CPU
+31,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1320.0,+134/-78,0.06,31.45,27.13,22.957,264.83,0.227,0.0,False,CPU
+32,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1318.0,+331/-279,0.291,31.55,7.6,27.104,40.51,46.546,0.0,False,GPU
+33,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1289.0,+146/-150,0.099,33.19,27.21,23.905,1880.81,0.353,0.0,False,GPU
+34,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1289.0,+262/-248,0.134,33.2,18.09,26.079,2644.99,1.47,0.0,False,CPU
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+36,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1278.0,+176/-198,0.106,33.8,27.13,26.121,717.36,1.838,0.0,False,CPU
+37,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1255.0,+115/-83,0.029,35.05,28.39,26.62,17.94,0.418,0.0,False,GPU
+38,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1247.0,+64/-58,0.0,35.52,33.72,24.705,4.72,0.714,0.0,False,CPU
+39,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1239.0,+180/-243,0.119,35.94,22.24,26.195,737.91,2.289,0.0,False,CPU
+40,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1232.0,+70/-89,0.0,36.29,33.66,26.605,20.73,8.179,0.0,False,GPU
+41,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1230.0,+181/-140,0.06,36.45,24.6,27.149,4654.35,0.223,0.0,False,CPU
+42,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1223.0,+101/-89,0.0,36.81,34.51,26.38,14.75,0.108,0.0,False,CPU
+43,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1212.0,+159/-217,0.065,37.39,29.45,27.709,717.36,0.326,0.0,False,CPU
+44,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1204.0,+196/-142,0.055,37.78,34.29,25.943,5.04,0.449,0.0,False,CPU
+45,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1160.0,+160/-231,0.033,40.02,25.17,27.997,737.91,0.316,0.0,False,CPU
+46,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,1156.0,+183/-247,0.067,40.22,33.93,29.106,9.81,2.345,0.0,False,GPU
+47,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,1069.0,+131/-286,0.0,44.15,42.1,36.78,892.95,0.895,0.0,False,CPU
+48,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1066.0,+132/-195,0.0,44.29,33.03,32.333,13.69,0.314,0.0,False,CPU
+49,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,1031.0,+119/-328,0.0,45.67,43.14,37.562,892.95,0.146,0.0,False,CPU
+50,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+170/-313,0.0,46.83,42.97,37.99,0.74,0.137,0.0,False,CPU
+51,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,985.0,+174/-259,0.0,47.35,44.55,34.643,8.51,0.828,0.0,False,CPU
+52,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,954.0,+212/-444,0.0,48.38,41.73,42.698,151.69,1.252,0.0,False,CPU
+53,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,932.0,+195/-360,0.0,49.06,45.92,40.173,0.69,0.137,0.0,False,CPU
+54,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),➖,851.0,+29/-142,0.0,51.27,51.09,42.312,5.05,1.013,0.0,False,GPU
+55,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,775.0,+103/-312,0.0,52.93,52.56,43.542,4.53,0.164,0.0,False,CPU
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+#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
+0,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1779.0,+172/-123,0.805,6.65,2.66,1.541,1709.05,8.122,0.0,False,GPU
+1,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1741.0,+134/-74,0.789,7.69,2.75,2.451,4786.55,239.537,0.0,False,GPU
+2,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1723.0,+109/-80,0.689,8.24,4.37,2.962,649.34,5.869,0.0,False,GPU
+3,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1691.0,+101/-62,0.676,9.28,5.76,3.249,3995.01,10.051,0.0,False,GPU
+4,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1690.0,+109/-63,0.727,9.3,4.54,2.902,4786.55,38.501,0.0,False,GPU
+5,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1654.0,+164/-114,0.691,10.59,4.46,2.299,1709.05,0.812,0.0,False,GPU
+6,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1632.0,+109/-89,0.553,11.42,6.63,4.693,1866.07,6.07,0.0,False,CPU
+7,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1598.0,+123/-63,0.603,12.77,4.99,3.844,46.62,39.212,0.0,False,GPU
+8,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1572.0,+107/-73,0.506,13.85,8.41,4.229,3995.01,0.844,0.0,False,GPU
+9,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1567.0,+141/-106,0.56,14.06,7.91,3.812,7.04,0.508,0.0,False,GPU
+10,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1558.0,+132/-115,0.499,14.44,5.51,5.58,3779.52,7.69,0.0,False,GPU
+11,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1506.0,+102/-62,0.361,16.85,10.35,6.274,3552.96,0.966,0.0,False,CPU
+12,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1498.0,+92/-84,0.356,17.22,13.25,6.736,700.15,9.322,0.0,False,CPU
+13,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1488.0,+107/-82,0.376,17.72,10.78,5.764,714.5,1.376,0.0,False,GPU
+14,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1483.0,+105/-68,0.335,17.95,10.1,6.394,3552.96,0.105,0.0,False,CPU
+15,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1469.0,+125/-91,0.348,18.65,13.69,5.166,4158.29,1.41,0.0,False,GPU
+16,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1434.0,+89/-74,0.274,20.42,15.98,7.328,700.15,0.968,0.0,False,CPU
+17,🧠🔁,Neural Network,[LimiX (default)](https://arxiv.org/abs/2509.03505),➖,1426.0,+183/-165,0.426,20.84,5.7,13.181,5.2,0.755,0.0,False,GPU
+18,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1419.0,+60/-46,0.248,21.16,18.57,7.27,834.93,2.614,0.0,False,CPU
+19,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1404.0,+94/-77,0.265,21.9,17.61,6.439,714.5,0.099,0.0,False,GPU
+20,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1398.0,+63/-51,0.218,22.21,19.08,7.418,834.93,0.388,0.0,False,CPU
+21,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1393.0,+108/-87,0.277,22.51,13.43,7.578,3779.52,0.396,0.0,False,GPU
+22,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1387.0,+120/-99,0.247,22.8,15.86,6.122,4158.29,0.167,0.0,False,GPU
+23,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1383.0,+91/-93,0.254,22.99,16.39,7.975,10.89,0.092,0.0,False,CPU
+24,🧠⚡,Foundation Model,[TabPFNv2 (tuned + ensembled) [46.15% IMPUTED]](https://www.nature.com/articles/s41586-024-08328-6),✔️,1335.0,+170/-110,0.323,25.52,8.92,6.948,4223.87,27.543,46.15,True,GPU
+25,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1292.0,+87/-74,0.138,27.84,21.63,9.117,15.5,0.299,0.0,False,GPU
+26,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1292.0,+127/-111,0.157,27.84,22.13,7.84,13.32,0.131,0.0,False,GPU
+27,🧠🔁,Neural Network,[Mitra (default) [46.15% IMPUTED]](https://arxiv.org/abs/2510.21204),✔️,1281.0,+136/-104,0.194,28.41,10.03,8.622,71.01,1.848,46.15,True,GPU
+28,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1260.0,+117/-101,0.111,29.53,20.46,9.33,4608.59,1.233,0.0,False,CPU
+29,🧠⚡,Foundation Model,[TabPFNv2 (tuned) [46.15% IMPUTED]](https://www.nature.com/articles/s41586-024-08328-6),✔️,1253.0,+144/-139,0.21,29.91,15.14,8.01,4223.87,0.452,46.15,True,GPU
+30,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1250.0,+117/-90,0.087,30.07,24.85,8.854,8.9,1.645,0.0,False,GPU
+31,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1228.0,+106/-100,0.101,31.22,23.16,11.668,158.22,0.844,0.0,False,CPU
+32,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1222.0,+44/-43,0.006,31.49,30.02,9.759,2.11,0.275,0.0,False,CPU
+33,🧠⚡,Foundation Model,[TabPFNv2 (default) [46.15% IMPUTED]](https://www.nature.com/articles/s41586-024-08328-6),✔️,1205.0,+137/-137,0.153,32.37,19.91,9.409,2.8,0.313,46.15,True,GPU
+34,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1200.0,+82/-82,0.071,32.61,28.64,10.418,2.24,0.242,0.0,False,CPU
+35,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1199.0,+95/-95,0.076,32.65,22.52,11.88,158.22,0.151,0.0,False,CPU
+36,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1198.0,+111/-102,0.076,32.69,24.55,10.122,4608.59,0.097,0.0,False,CPU
+37,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1172.0,+64/-71,0.033,33.99,31.5,12.437,515.73,0.771,0.0,False,CPU
+38,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,1165.0,+117/-116,0.038,34.34,26.93,12.184,2.45,0.743,0.0,False,GPU
+39,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1159.0,+132/-162,0.108,34.62,25.51,12.916,2929.85,0.294,0.0,False,CPU
+40,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1128.0,+68/-83,0.023,36.1,33.54,12.925,515.73,0.124,0.0,False,CPU
+41,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1112.0,+129/-163,0.09,36.89,27.31,13.453,2929.85,0.03,0.0,False,CPU
+42,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1078.0,+103/-121,0.004,38.39,34.16,13.818,0.47,0.055,0.0,False,CPU
+43,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1048.0,+120/-182,0.046,39.7,33.61,14.389,8.47,0.035,0.0,False,CPU
+44,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1042.0,+100/-116,0.022,39.93,36.96,13.796,540.06,2.672,0.0,False,CPU
+45,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1040.0,+89/-111,0.001,40.01,37.65,13.552,20.48,0.08,0.0,False,CPU
+46,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+49/-76,0.0,41.58,40.25,14.44,0.53,0.062,0.0,False,CPU
+47,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,986.0,+100/-110,0.012,42.11,39.99,14.283,540.06,0.325,0.0,False,CPU
+48,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,896.0,+144/-178,0.0,45.08,39.28,19.61,92.55,0.897,0.0,False,CPU
+49,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,860.0,+113/-170,0.0,46.1,44.94,18.544,2.6,0.392,0.0,False,CPU
+50,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,792.0,+148/-192,0.0,47.8,43.61,22.032,92.55,0.052,0.0,False,CPU
+51,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,664.0,+192/-310,0.0,50.22,42.38,29.211,0.19,0.04,0.0,False,CPU
+52,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,490.0,+135/-304,0.0,52.38,52.21,36.423,193.95,0.173,0.0,False,CPU
+53,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,442.0,+158/-371,0.0,52.82,52.63,36.597,193.95,0.074,0.0,False,CPU
+54,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,223.0,+141/-372,0.0,54.31,54.29,39.031,0.95,0.097,0.0,False,CPU
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diff --git a/data/imputation_yes/splits_all/tasks_regression/datasets_medium/website_leaderboard.csv b/data/imputation_yes/splits_all/tasks_regression/datasets_medium/website_leaderboard.csv
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+#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
+0,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,2069.0,+1045/-120,0.862,4.4,2.67,1.209,735.58,9.557,0.0,False,GPU
+1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1971.0,+783/-126,0.802,6.31,4.21,1.696,735.58,0.714,0.0,False,GPU
+2,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1922.0,+681/-41,0.713,7.47,5.68,2.304,2526.28,3.717,0.0,False,GPU
+3,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1917.0,+1210/-123,0.782,7.6,2.16,1.293,4786.55,361.217,0.0,False,GPU
+4,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1909.0,+515/-11,0.661,7.8,4.92,3.331,473.01,8.73,0.0,False,CPU
+5,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1900.0,+797/-114,0.688,8.04,5.61,2.7,2028.29,1.675,0.0,False,GPU
+6,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1884.0,+532/-21,0.644,8.47,4.35,3.488,430.4,7.174,0.0,False,GPU
+7,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1850.0,+1175/-128,0.717,9.42,4.22,1.707,4786.55,41.599,0.0,False,GPU
+8,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1802.0,+856/-218,0.564,10.87,7.04,2.636,1.6,0.508,0.0,False,GPU
+9,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1753.0,+1086/-143,0.591,12.42,4.95,2.355,45.77,39.212,0.0,False,GPU
+10,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1721.0,+794/-134,0.535,13.47,8.53,3.741,2028.29,0.081,0.0,False,GPU
+11,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1684.0,+503/-95,0.474,14.71,9.45,4.288,425.61,0.615,0.0,False,GPU
+12,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1671.0,+376/-133,0.388,15.18,11.21,5.936,222.05,11.236,0.0,False,CPU
+13,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1650.0,+347/-105,0.356,15.93,8.83,6.099,1658.41,0.742,0.0,False,CPU
+14,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1623.0,+616/-142,0.443,16.89,13.4,4.108,2526.28,0.166,0.0,False,GPU
+15,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1619.0,+361/-178,0.35,17.04,7.26,6.197,1658.41,0.059,0.0,False,CPU
+16,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1618.0,+331/-121,0.326,17.09,13.63,6.24,222.05,0.968,0.0,False,CPU
+17,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1602.0,+522/-214,0.341,17.64,14.24,5.117,3440.87,0.619,0.0,False,GPU
+18,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1555.0,+327/-104,0.296,19.4,17.23,5.243,425.61,0.04,0.0,False,GPU
+19,🧠🔁,Neural Network,[LimiX (default)](https://arxiv.org/abs/2509.03505),➖,1545.0,+667/-210,0.305,19.76,5.04,4.564,2.06,0.755,0.0,False,GPU
+20,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1533.0,+425/-345,0.326,20.22,14.49,6.882,5.49,0.037,0.0,False,CPU
+21,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1526.0,+421/-182,0.24,20.44,18.38,5.96,3440.87,0.052,0.0,False,GPU
+22,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1509.0,+268/-136,0.217,21.09,19.43,6.83,282.13,1.74,0.0,False,CPU
+23,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1506.0,+647/-156,0.285,21.18,18.43,5.272,6.88,0.094,0.0,False,GPU
+24,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1497.0,+267/-142,0.197,21.51,19.3,6.953,282.13,0.388,0.0,False,CPU
+25,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1360.0,+317/-308,0.159,26.42,21.95,8.067,0.6,0.08,0.0,False,CPU
+26,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1330.0,+330/-211,0.091,27.49,25.06,7.827,5.03,0.025,0.0,False,GPU
+27,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,1305.0,+240/-126,0.011,28.33,27.32,8.79,2.28,0.13,0.0,False,GPU
+28,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1301.0,+209/-114,0.061,28.49,26.91,8.242,4348.61,0.528,0.0,False,CPU
+29,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1292.0,+283/-160,0.013,28.78,27.91,8.309,0.55,0.233,0.0,False,CPU
+30,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1219.0,+204/-297,0.038,31.24,29.53,9.231,4348.61,0.034,0.0,False,CPU
+31,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1199.0,+231/-316,0.0,31.89,30.73,9.7,6.75,0.235,0.0,False,GPU
+32,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1176.0,+359/-419,0.022,32.62,30.66,10.264,35.67,0.529,0.0,False,CPU
+33,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1156.0,+87/-156,0.0,33.27,33.0,9.993,79.08,0.546,0.0,False,CPU
+34,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1144.0,+260/-394,0.006,33.64,32.41,10.361,35.67,0.05,0.0,False,CPU
+35,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1127.0,+112/-248,0.0,34.16,33.79,10.297,79.08,0.057,0.0,False,CPU
+36,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1102.0,+387/-661,0.143,34.91,29.95,13.832,2044.56,0.128,0.0,False,CPU
+37,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1037.0,+193/-452,0.001,36.8,35.28,13.252,15.08,0.028,0.0,False,CPU
+38,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1029.0,+364/-709,0.114,37.02,33.51,14.402,2044.56,0.01,0.0,False,CPU
+39,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1026.0,+358/-676,0.006,37.11,35.07,12.06,0.17,0.049,0.0,False,CPU
+40,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+37/-248,0.0,37.82,37.67,11.446,0.43,0.053,0.0,False,CPU
+41,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,976.0,+370/-780,0.102,38.47,35.09,15.083,3.66,0.011,0.0,False,CPU
+42,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,848.0,+60/-540,0.0,41.4,41.16,14.323,318.98,0.827,0.0,False,CPU
+43,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,794.0,+54/-529,0.0,42.44,42.26,14.781,318.98,0.114,0.0,False,CPU
+44,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,789.0,+112/-640,0.0,42.53,42.33,18.087,142.58,1.184,0.0,False,CPU
+45,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,664.0,+83/-704,0.0,44.53,44.43,20.643,142.58,0.064,0.0,False,CPU
+46,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,607.0,+116/-707,0.0,45.27,45.07,18.384,1.36,0.111,0.0,False,CPU
+47,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,349.0,+100/-1185,0.0,47.51,47.41,28.1,0.06,0.034,0.0,False,CPU
+48,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,81.0,+131/-1638,0.0,48.92,48.92,39.828,44.3,0.048,0.0,False,CPU
+49,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,-114.0,+182/-2167,0.0,49.77,49.76,40.21,44.3,0.011,0.0,False,CPU
+50,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,-414.0,+224/-2121,0.0,50.8,50.8,43.378,0.13,0.018,0.0,False,CPU
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diff --git a/data/imputation_yes/splits_all/tasks_regression/datasets_small/website_leaderboard.csv b/data/imputation_yes/splits_all/tasks_regression/datasets_small/website_leaderboard.csv
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+#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
+0,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1732.0,+139/-53,0.779,7.74,3.31,3.175,4822.0,140.81,0.0,False,GPU
+1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1722.0,+271/-134,0.765,8.05,2.65,1.748,2306.87,7.231,0.0,False,GPU
+2,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1721.0,+208/-83,0.707,8.09,4.39,2.633,709.58,5.864,0.0,False,GPU
+3,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1687.0,+107/-42,0.716,9.22,4.77,3.649,4822.0,22.324,0.0,False,GPU
+4,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1664.0,+125/-50,0.658,10.05,5.86,3.591,4558.61,33.853,0.0,False,GPU
+5,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1591.0,+114/-48,0.584,12.98,5.02,4.775,48.13,42.001,0.0,False,GPU
+6,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1585.0,+224/-129,0.615,13.26,4.62,2.677,2306.87,0.902,0.0,False,GPU
+7,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1576.0,+131/-73,0.476,13.68,8.49,5.544,5805.42,4.31,0.0,False,CPU
+8,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1566.0,+119/-72,0.476,14.1,8.34,4.535,4558.61,2.234,0.0,False,GPU
+9,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1525.0,+209/-141,0.537,16.05,8.57,4.547,7.67,0.547,0.0,False,GPU
+10,🧠⚡,Foundation Model,[TabPFNv2 (tuned + ensembled) [12.50% IMPUTED]](https://www.nature.com/articles/s41586-024-08328-6),✔️,1514.0,+258/-178,0.525,16.57,6.01,4.137,6559.81,56.314,12.5,True,GPU
+11,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1498.0,+128/-64,0.346,17.42,11.6,6.384,4430.73,1.103,0.0,False,CPU
+12,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1476.0,+120/-73,0.319,18.5,14.95,7.235,1203.24,7.106,0.0,False,CPU
+13,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1476.0,+125/-64,0.31,18.52,13.37,6.518,4430.73,0.179,0.0,False,CPU
+14,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1470.0,+177/-92,0.358,18.8,5.41,7.628,8977.36,8.017,0.0,False,GPU
+15,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1461.0,+187/-96,0.342,19.27,13.36,5.197,4438.37,1.981,0.0,False,GPU
+16,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1455.0,+118/-86,0.294,19.59,11.82,6.686,2039.04,2.144,0.0,False,GPU
+17,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1425.0,+95/-43,0.241,21.2,18.07,7.544,1265.82,3.15,0.0,False,CPU
+18,🧠🔁,Neural Network,[Mitra (default) [12.50% IMPUTED]](https://arxiv.org/abs/2510.21204),✔️,1423.0,+172/-124,0.315,21.3,6.84,6.857,93.39,2.396,12.5,True,GPU
+19,🧠🔁,Neural Network,[LimiX (default)](https://arxiv.org/abs/2509.03505),➖,1419.0,+279/-232,0.478,21.52,6.2,18.567,6.44,0.709,0.0,False,GPU
+20,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1401.0,+106/-79,0.221,22.5,17.92,8.008,1203.24,0.956,0.0,False,CPU
+21,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1399.0,+88/-44,0.204,22.65,18.94,7.708,1265.82,0.476,0.0,False,CPU
+22,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1384.0,+125/-75,0.215,23.47,17.87,7.186,2039.04,0.109,0.0,False,GPU
+23,🧠⚡,Foundation Model,[TabPFNv2 (tuned) [12.50% IMPUTED]](https://www.nature.com/articles/s41586-024-08328-6),✔️,1380.0,+255/-186,0.342,23.69,10.92,5.862,6559.81,0.485,12.5,True,GPU
+24,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1369.0,+174/-114,0.237,24.27,14.61,6.224,4438.37,0.231,0.0,False,GPU
+25,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1361.0,+141/-86,0.192,24.72,17.85,8.658,12.31,0.204,0.0,False,CPU
+26,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1339.0,+167/-97,0.155,25.96,13.44,9.748,8977.36,0.421,0.0,False,GPU
+27,🧠⚡,Foundation Model,[TabPFNv2 (default) [12.50% IMPUTED]](https://www.nature.com/articles/s41586-024-08328-6),✔️,1308.0,+225/-226,0.248,27.73,15.18,8.136,8.74,0.773,12.5,True,GPU
+28,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1304.0,+171/-124,0.183,27.94,20.59,7.848,22.14,0.179,0.0,False,GPU
+29,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1298.0,+135/-104,0.133,28.32,22.03,8.326,21.51,8.356,0.0,False,GPU
+30,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1271.0,+153/-168,0.141,29.79,17.71,10.01,5150.31,1.592,0.0,False,CPU
+31,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1270.0,+110/-149,0.149,29.84,19.99,12.545,664.2,1.363,0.0,False,CPU
+32,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1240.0,+109/-141,0.118,31.48,18.81,12.829,664.2,0.274,0.0,False,CPU
+33,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1233.0,+75/-77,0.018,31.88,24.2,11.52,26.36,0.302,0.0,False,GPU
+34,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1214.0,+152/-154,0.099,32.86,21.99,10.679,5150.31,0.136,0.0,False,CPU
+35,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1213.0,+175/-164,0.079,32.94,22.94,12.343,4333.58,0.422,0.0,False,CPU
+36,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1208.0,+59/-44,0.0,33.18,31.5,10.665,4.3,0.318,0.0,False,CPU
+37,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1185.0,+95/-138,0.053,34.38,30.6,13.964,675.17,1.541,0.0,False,CPU
+38,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1170.0,+178/-174,0.065,35.15,23.99,12.86,4333.58,0.037,0.0,False,CPU
+39,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1143.0,+50/-59,0.0,36.48,35.38,11.888,4.06,0.299,0.0,False,CPU
+40,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1141.0,+88/-140,0.037,36.59,32.81,14.568,675.17,0.206,0.0,False,CPU
+41,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1136.0,+107/-134,0.036,36.85,33.44,13.467,2214.9,7.795,0.0,False,CPU
+42,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,1112.0,+152/-226,0.048,37.98,26.64,14.305,10.2,2.718,0.0,False,GPU
+43,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1110.0,+96/-178,0.001,38.08,33.03,14.916,0.5,0.116,0.0,False,CPU
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+#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
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+4,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1682.0,+131/-57,0.676,10.01,5.56,3.736,4823.88,33.539,0.0,False,GPU
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+6,🧠⚡,Foundation Model,[TabPFNv2 (tuned + ensembled)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1607.0,+195/-116,0.601,13.01,5.36,3.411,6577.99,56.795,0.0,False,GPU
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+11,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1540.0,+116/-42,0.392,16.08,10.73,6.578,3558.14,0.966,0.0,False,CPU
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+13,🧠🔁,Neural Network,[LimiX (default)](https://arxiv.org/abs/2509.03505),➖,1503.0,+250/-242,0.546,17.88,5.52,19.511,5.94,0.652,0.0,False,GPU
+14,🧠🔁,Neural Network,[Mitra (default)](https://arxiv.org/abs/2510.21204),✔️,1492.0,+191/-91,0.36,18.42,6.11,6.52,99.14,2.48,0.0,False,GPU
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+30,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1287.0,+170/-106,0.118,29.44,22.47,8.943,23.19,8.523,0.0,False,GPU
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+38,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1187.0,+188/-175,0.077,34.7,22.5,11.641,5692.02,0.131,0.0,False,CPU
+39,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1161.0,+120/-186,0.042,35.98,31.92,15.352,633.57,0.248,0.0,False,CPU
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+41,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1142.0,+46/-60,0.0,36.87,35.63,12.598,3.79,0.311,0.0,False,CPU
+42,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1131.0,+130/-155,0.001,37.4,30.44,14.18,11.19,0.038,0.0,False,CPU
+43,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1128.0,+134/-196,0.002,37.53,32.07,15.73,0.47,0.117,0.0,False,CPU
+44,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1085.0,+62/-94,0.0,39.46,38.31,14.849,2248.07,7.53,0.0,False,CPU
+45,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1025.0,+68/-114,0.0,41.94,41.02,15.336,2248.07,0.89,0.0,False,CPU
+46,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1013.0,+116/-188,0.0,42.38,40.15,14.924,24.31,0.134,0.0,False,CPU
+47,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+109/-207,0.0,42.87,40.52,17.325,0.53,0.118,0.0,False,CPU
+48,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,982.0,+155/-419,0.0,43.54,34.61,21.384,84.3,0.438,0.0,False,CPU
+49,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,902.0,+53/-155,0.0,46.1,45.46,20.488,7.09,0.843,0.0,False,CPU
+50,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,877.0,+150/-428,0.0,46.82,39.94,23.664,84.3,0.05,0.0,False,CPU
+51,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,801.0,+167/-577,0.0,48.7,36.63,30.315,0.39,0.044,0.0,False,CPU
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+#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
+0,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1628.0,+99/-65,0.679,8.55,2.79,3.917,2059.94,9.785,0.0,False,GPU
+1,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1604.0,+80/-74,0.651,9.45,4.05,6.026,556.15,6.31,0.0,False,GPU
+2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1576.0,+84/-62,0.605,10.57,4.51,6.034,2059.94,1.03,0.0,False,GPU
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+4,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1539.0,+70/-51,0.559,12.17,6.36,6.68,5.71,0.611,0.0,False,GPU
+5,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1507.0,+58/-50,0.496,13.71,8.01,8.918,2791.97,13.886,0.0,False,GPU
+6,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1436.0,+68/-58,0.449,17.55,5.1,9.317,6154.73,386.167,0.0,False,GPU
+7,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1432.0,+54/-55,0.401,17.77,9.48,10.444,2791.97,0.373,0.0,False,GPU
+8,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1411.0,+66/-44,0.365,19.02,9.32,10.905,3133.91,1.273,0.0,False,GPU
+9,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1410.0,+39/-40,0.317,19.03,14.04,11.851,416.56,2.236,0.0,False,CPU
+10,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1391.0,+75/-59,0.39,20.23,6.99,10.959,6154.73,39.452,0.0,False,GPU
+11,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1390.0,+58/-44,0.32,20.26,12.91,11.444,1665.53,0.559,0.0,False,CPU
+12,🧠🔁,Neural Network,[LimiX (default) [11.76% IMPUTED]](https://arxiv.org/abs/2509.03505),➖,1389.0,+73/-61,0.396,20.35,6.09,12.972,3.88,0.594,11.76,True,GPU
+13,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1383.0,+82/-60,0.378,20.73,8.09,11.741,4618.5,7.737,0.0,False,GPU
+14,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1366.0,+52/-46,0.296,21.79,13.57,11.867,1665.53,0.065,0.0,False,CPU
+15,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1363.0,+39/-50,0.272,21.93,14.17,12.481,700.96,1.439,0.0,False,CPU
+16,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1350.0,+51/-47,0.258,22.76,17.23,12.755,416.56,0.381,0.0,False,CPU
+17,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1347.0,+60/-58,0.298,22.96,11.99,12.351,4618.5,0.47,0.0,False,GPU
+18,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1346.0,+62/-53,0.289,23.03,13.65,11.839,3133.91,0.13,0.0,False,GPU
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+20,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1342.0,+45/-46,0.251,23.29,13.19,12.662,700.96,0.213,0.0,False,CPU
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+22,🧠⚡,Foundation Model,[TabPFNv2 (tuned + ensembled) [35.29% IMPUTED]](https://www.nature.com/articles/s41586-024-08328-6),✔️,1334.0,+75/-72,0.334,23.77,7.85,12.812,2942.08,17.372,35.29,True,GPU
+23,🧠🔁,Neural Network,[Mitra (default) [35.29% IMPUTED]](https://arxiv.org/abs/2510.21204),✔️,1310.0,+56/-67,0.281,25.35,10.45,13.616,87.34,2.433,35.29,True,GPU
+24,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1291.0,+56/-45,0.202,26.64,14.41,14.011,866.11,0.097,0.0,False,GPU
+25,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1288.0,+71/-72,0.284,26.81,9.54,13.65,45.42,39.406,0.0,False,GPU
+26,🧠⚡,Foundation Model,[TabICL (default) [29.41% IMPUTED]](https://arxiv.org/abs/2502.05564),✔️,1284.0,+60/-55,0.248,27.1,9.5,13.464,6.86,1.52,29.41,True,GPU
+27,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1283.0,+51/-50,0.221,27.14,18.82,14.241,11.56,0.127,0.0,False,GPU
+28,🧠⚡,Foundation Model,[TabPFNv2 (tuned) [35.29% IMPUTED]](https://www.nature.com/articles/s41586-024-08328-6),✔️,1268.0,+70/-58,0.231,28.09,14.28,14.474,2942.08,0.262,35.29,True,GPU
+29,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1266.0,+51/-55,0.186,28.25,17.26,15.201,2961.52,0.482,0.0,False,CPU
+30,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1257.0,+46/-56,0.151,28.84,22.85,13.981,2832.8,1.801,0.0,False,CPU
+31,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1256.0,+43/-48,0.136,28.9,20.14,14.615,10.44,1.714,0.0,False,GPU
+32,🧠⚡,Foundation Model,[BetaTabPFN (default) [25.49% IMPUTED]](https://arxiv.org/abs/2502.02527),➖,1243.0,+68/-56,0.191,29.75,17.81,15.841,202.99,1.155,25.49,True,GPU
+33,🧠⚡,Foundation Model,[TabPFNv2 (default) [35.29% IMPUTED]](https://www.nature.com/articles/s41586-024-08328-6),✔️,1232.0,+67/-79,0.21,30.48,12.04,15.328,3.27,0.315,35.29,True,GPU
+34,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1218.0,+62/-50,0.132,31.4,16.55,16.847,13.74,0.316,0.0,False,GPU
+35,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1217.0,+60/-59,0.141,31.47,16.17,16.032,2961.52,0.048,0.0,False,CPU
+36,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1205.0,+56/-60,0.116,32.22,23.68,17.265,191.44,0.76,0.0,False,CPU
+37,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1193.0,+55/-58,0.124,33.02,17.8,16.984,7.66,0.046,0.0,False,CPU
+38,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1189.0,+48/-60,0.117,33.25,25.96,15.841,2832.8,0.112,0.0,False,CPU
+39,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1186.0,+56/-52,0.114,33.47,22.61,15.887,2.06,0.122,0.0,False,CPU
+40,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1176.0,+63/-66,0.11,34.11,24.29,17.624,594.95,4.651,0.0,False,CPU
+41,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1172.0,+64/-62,0.117,34.32,20.6,18.313,191.44,0.101,0.0,False,CPU
+42,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1166.0,+56/-62,0.085,34.75,26.14,18.204,377.08,0.747,0.0,False,CPU
+43,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1154.0,+51/-47,0.081,35.44,30.91,16.682,2.2,0.171,0.0,False,CPU
+44,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1122.0,+47/-47,0.049,37.4,31.35,19.017,377.08,0.091,0.0,False,CPU
+45,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1103.0,+59/-77,0.07,38.51,27.59,19.244,594.95,0.337,0.0,False,CPU
+46,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1032.0,+55/-68,0.022,42.41,37.99,21.088,8.96,0.129,0.0,False,CPU
+47,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,1032.0,+71/-72,0.057,42.43,27.72,23.862,3.14,0.741,0.0,False,GPU
+48,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+61/-56,0.014,44.01,36.11,23.881,0.43,0.053,0.0,False,CPU
+49,🧠⚡,Foundation Model,[TabFlex (default) [25.49% IMPUTED]](https://arxiv.org/abs/2506.05584),➖,979.0,+77/-88,0.035,45.0,37.8,26.116,0.8,0.119,25.49,True,GPU
+50,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,970.0,+73/-77,0.019,45.39,41.48,25.472,0.26,0.054,0.0,False,CPU
+51,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,969.0,+63/-82,0.024,45.47,40.12,25.723,129.1,1.627,0.0,False,CPU
+52,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,966.0,+67/-78,0.022,45.57,42.03,23.185,3.12,0.312,0.0,False,CPU
+53,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,898.0,+81/-109,0.024,48.35,24.73,32.354,240.73,0.308,0.0,False,CPU
+54,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,868.0,+82/-109,0.017,49.46,33.4,32.94,240.73,0.068,0.0,False,CPU
+55,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,805.0,+91/-127,0.008,51.41,48.35,35.498,1.23,0.115,0.0,False,CPU
+56,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,804.0,+69/-92,0.011,51.43,49.38,31.855,129.1,0.103,0.0,False,CPU
+57,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,589.0,+81/-131,0.0,55.84,55.51,44.446,0.19,0.037,0.0,False,CPU
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diff --git a/data/imputation_yes/splits_lite/tasks_all/datasets_medium/website_leaderboard.csv b/data/imputation_yes/splits_lite/tasks_all/datasets_medium/website_leaderboard.csv
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+0,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1884.0,+146/-62,0.804,4.67,2.45,2.12,432.14,4.214,0.0,False,CPU
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+2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1732.0,+175/-116,0.666,8.4,3.18,3.925,739.1,11.65,0.0,False,GPU
+3,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1689.0,+167/-130,0.642,9.8,4.58,4.338,2522.58,6.234,0.0,False,GPU
+4,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1681.0,+158/-108,0.613,10.07,4.61,5.359,739.1,1.134,0.0,False,GPU
+5,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1621.0,+99/-84,0.532,12.33,8.51,5.94,1714.29,1.743,0.0,False,GPU
+6,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1582.0,+118/-80,0.461,13.93,8.65,6.784,763.16,0.246,0.0,False,CPU
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+9,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1554.0,+109/-69,0.436,15.17,8.23,6.913,763.16,0.04,0.0,False,CPU
+10,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1549.0,+95/-57,0.393,15.4,10.77,7.467,289.35,0.706,0.0,False,CPU
+11,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1540.0,+150/-93,0.408,15.8,6.85,7.635,1993.57,0.581,0.0,False,GPU
+12,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1529.0,+100/-84,0.364,16.33,12.67,8.359,129.25,0.117,0.0,False,CPU
+13,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1522.0,+152/-115,0.415,16.67,8.21,6.533,1.91,0.668,0.0,False,GPU
+14,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1514.0,+132/-117,0.404,17.0,10.11,7.967,1714.29,0.079,0.0,False,GPU
+15,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1512.0,+109/-84,0.41,17.1,7.62,7.185,2.93,0.045,0.0,False,CPU
+16,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1495.0,+104/-81,0.355,17.93,13.2,7.701,289.35,0.08,0.0,False,CPU
+17,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1458.0,+133/-120,0.353,19.73,5.46,8.104,4532.14,387.927,0.0,False,GPU
+18,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1458.0,+144/-86,0.313,19.73,11.0,8.363,1993.57,0.06,0.0,False,GPU
+19,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1414.0,+112/-107,0.304,21.93,15.24,9.218,559.64,0.88,0.0,False,GPU
+20,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1394.0,+152/-142,0.303,22.97,8.77,10.694,4532.14,39.452,0.0,False,GPU
+21,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1373.0,+104/-94,0.204,24.07,18.29,11.567,559.64,0.051,0.0,False,GPU
+22,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1372.0,+124/-124,0.241,24.13,13.15,9.557,0.48,0.047,0.0,False,CPU
+23,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1368.0,+120/-107,0.205,24.33,20.34,10.953,5.42,0.078,0.0,False,GPU
+24,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1335.0,+83/-66,0.133,26.07,21.96,10.076,1803.23,1.199,0.0,False,CPU
+25,🧠⚡,Foundation Model,[TabICL (default) [33.33% IMPUTED]](https://arxiv.org/abs/2502.05564),✔️,1326.0,+149/-121,0.195,26.53,15.87,10.541,3.98,1.593,33.33,True,GPU
+26,🧠🔁,Neural Network,[LimiX (default) [40.00% IMPUTED]](https://arxiv.org/abs/2509.03505),➖,1323.0,+159/-146,0.24,26.7,5.9,14.403,1.09,0.318,40.0,True,GPU
+27,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1319.0,+134/-147,0.219,26.93,18.11,13.157,1535.55,0.182,0.0,False,CPU
+28,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1282.0,+80/-74,0.064,28.87,26.1,12.919,6.54,0.294,0.0,False,GPU
+29,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1281.0,+124/-138,0.197,28.9,13.45,13.622,41.5,39.095,0.0,False,GPU
+30,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1273.0,+94/-95,0.117,29.33,25.0,11.636,9.07,0.224,0.0,False,GPU
+31,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1234.0,+97/-92,0.049,31.33,25.01,12.885,65.73,0.23,0.0,False,CPU
+32,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1231.0,+82/-95,0.065,31.47,28.31,12.561,1803.23,0.051,0.0,False,CPU
+33,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1224.0,+95/-118,0.055,31.8,28.99,12.624,36.73,0.359,0.0,False,CPU
+34,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1218.0,+78/-94,0.044,32.13,30.42,12.051,0.34,0.07,0.0,False,CPU
+35,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1210.0,+134/-142,0.131,32.53,25.81,14.45,1535.55,0.013,0.0,False,CPU
+36,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1201.0,+89/-83,0.038,32.97,28.86,13.221,65.73,0.025,0.0,False,CPU
+37,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1200.0,+111/-142,0.116,33.0,28.81,15.546,2.99,0.016,0.0,False,CPU
+38,🧠⚡,Foundation Model,[BetaTabPFN (default) [33.33% IMPUTED]](https://arxiv.org/abs/2502.02527),➖,1181.0,+124/-115,0.078,33.93,24.31,14.165,66.06,0.61,33.33,True,GPU
+39,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1175.0,+114/-140,0.067,34.2,27.87,15.053,354.91,1.636,0.0,False,CPU
+40,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1154.0,+89/-111,0.031,35.2,32.74,15.004,36.73,0.038,0.0,False,CPU
+41,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1078.0,+85/-91,0.008,38.67,37.11,16.371,2.58,0.039,0.0,False,CPU
+42,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1042.0,+91/-111,0.012,40.13,38.37,17.618,354.91,0.094,0.0,False,CPU
+43,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,1014.0,+159/-215,0.022,41.27,35.06,25.313,2.55,0.157,0.0,False,GPU
+44,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+65/-106,0.0,41.8,40.8,18.863,0.24,0.022,0.0,False,CPU
+45,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,969.0,+92/-124,0.012,42.93,40.74,22.593,150.58,4.952,0.0,False,CPU
+46,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,932.0,+109/-151,0.016,44.2,41.74,21.122,1.49,0.113,0.0,False,CPU
+47,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,918.0,+111/-145,0.01,44.67,42.84,22.439,0.13,0.022,0.0,False,CPU
+48,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,915.0,+167/-225,0.011,44.77,41.01,32.033,43.96,0.081,0.0,False,CPU
+49,🧠⚡,Foundation Model,[TabFlex (default) [33.33% IMPUTED]](https://arxiv.org/abs/2506.05584),➖,874.0,+95/-141,0.0,46.0,45.16,27.553,0.27,0.043,33.33,True,GPU
+50,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,864.0,+152/-239,0.001,46.3,43.62,32.796,43.96,0.017,0.0,False,CPU
+51,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,785.0,+59/-123,0.0,48.33,48.08,29.049,150.58,0.546,0.0,False,CPU
+52,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,725.0,+107/-185,0.0,49.6,49.2,34.849,0.2,0.02,0.0,False,CPU
+53,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,536.0,+93/-196,0.0,52.33,52.25,42.696,0.1,0.068,0.0,False,CPU
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+#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
+0,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1628.0,+128/-83,0.678,8.61,2.65,3.914,2319.48,8.957,0.0,False,GPU
+1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1587.0,+101/-69,0.598,10.18,5.81,6.742,6.58,0.586,0.0,False,GPU
+2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1572.0,+108/-71,0.593,10.78,4.47,6.315,2319.48,0.942,0.0,False,GPU
+3,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1565.0,+80/-67,0.591,11.08,4.88,7.459,657.21,7.989,0.0,False,GPU
+4,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1500.0,+69/-57,0.466,14.17,7.81,10.159,3855.22,24.935,0.0,False,GPU
+5,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1482.0,+57/-52,0.444,15.06,8.72,10.167,3351.09,1.56,0.0,False,CPU
+6,🧠⚡,Foundation Model,[TabPFNv2 (tuned + ensembled) [8.33% IMPUTED]](https://www.nature.com/articles/s41586-024-08328-6),✔️,1475.0,+111/-81,0.474,15.44,5.86,10.288,3560.23,49.21,8.33,True,GPU
+7,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1453.0,+94/-72,0.469,16.64,4.96,9.823,8059.77,364.288,0.0,False,GPU
+8,🧠🔁,Neural Network,[LimiX (default)](https://arxiv.org/abs/2509.03505),➖,1440.0,+93/-72,0.454,17.38,6.16,12.376,5.11,0.624,0.0,False,GPU
+9,🧠🔁,Neural Network,[Mitra (default) [8.33% IMPUTED]](https://arxiv.org/abs/2510.21204),✔️,1435.0,+89/-50,0.398,17.67,7.95,11.429,128.8,2.999,8.33,True,GPU
+10,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1432.0,+71/-72,0.384,17.88,9.22,11.477,3855.22,0.954,0.0,False,GPU
+11,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1414.0,+89/-80,0.419,18.92,6.44,11.069,8059.77,39.456,0.0,False,GPU
+12,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1390.0,+70/-56,0.336,20.36,10.97,12.268,3629.74,1.48,0.0,False,GPU
+13,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1377.0,+46/-43,0.251,21.15,16.43,13.566,833.03,2.182,0.0,False,CPU
+14,🧠⚡,Foundation Model,[TabPFNv2 (tuned) [8.33% IMPUTED]](https://www.nature.com/articles/s41586-024-08328-6),✔️,1371.0,+88/-72,0.327,21.56,11.17,12.643,3560.23,0.519,8.33,True,GPU
+15,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1350.0,+61/-58,0.244,22.9,16.25,13.386,2448.79,0.814,0.0,False,CPU
+16,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1334.0,+72/-63,0.259,23.89,14.22,14.055,1346.37,2.149,0.0,False,GPU
+17,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1328.0,+73/-72,0.265,24.29,15.16,13.287,3629.74,0.189,0.0,False,GPU
+18,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1324.0,+63/-55,0.218,24.56,18.59,13.932,2448.79,0.078,0.0,False,CPU
+19,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1322.0,+57/-45,0.202,24.65,16.31,14.57,886.51,1.982,0.0,False,CPU
+20,🧠⚡,Foundation Model,[TabPFNv2 (default) [8.33% IMPUTED]](https://www.nature.com/articles/s41586-024-08328-6),✔️,1318.0,+79/-65,0.298,24.93,9.27,13.855,4.98,0.511,8.33,True,GPU
+21,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1313.0,+67/-71,0.26,25.28,11.87,14.826,6341.76,8.556,0.0,False,GPU
+22,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1310.0,+52/-46,0.196,25.44,20.28,14.586,833.03,0.435,0.0,False,CPU
+23,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1310.0,+85/-82,0.312,25.5,8.49,13.661,51.78,39.927,0.0,False,GPU
+24,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1309.0,+60/-52,0.188,25.53,13.18,14.729,886.51,0.318,0.0,False,CPU
+25,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1306.0,+50/-44,0.172,25.71,18.61,14.65,8.39,0.139,0.0,False,CPU
+26,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1298.0,+64/-64,0.224,26.22,12.34,14.214,6341.76,0.501,0.0,False,GPU
+27,🧠⚡,Foundation Model,[TabICL (default) [27.78% IMPUTED]](https://arxiv.org/abs/2502.05564),✔️,1286.0,+92/-100,0.256,27.03,8.13,14.682,7.56,1.494,27.78,True,GPU
+28,🧠⚡,Foundation Model,[BetaTabPFN (default) [22.22% IMPUTED]](https://arxiv.org/abs/2502.02527),➖,1281.0,+77/-78,0.225,27.36,15.93,16.539,269.12,1.881,22.22,True,GPU
+29,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1279.0,+65/-63,0.191,27.49,13.22,15.03,1346.37,0.103,0.0,False,GPU
+30,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1270.0,+66/-61,0.211,28.08,18.21,15.611,13.71,0.149,0.0,False,GPU
+31,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1268.0,+68/-58,0.162,28.25,16.85,16.053,3249.24,0.548,0.0,False,CPU
+32,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1262.0,+57/-60,0.149,28.58,18.33,15.321,16.6,4.299,0.0,False,GPU
+33,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1243.0,+51/-62,0.149,29.89,23.21,15.608,3693.32,2.14,0.0,False,CPU
+34,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1234.0,+65/-61,0.136,30.47,13.95,16.691,3249.24,0.059,0.0,False,CPU
+35,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1208.0,+72/-71,0.119,32.15,14.49,19.018,14.9,0.323,0.0,False,GPU
+36,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1206.0,+79/-77,0.135,32.28,21.98,19.199,497.58,1.147,0.0,False,CPU
+37,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1203.0,+71/-60,0.113,32.47,15.3,17.583,9.93,0.052,0.0,False,CPU
+38,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1188.0,+76/-91,0.125,33.4,22.89,18.695,1666.78,7.827,0.0,False,CPU
+39,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1186.0,+59/-70,0.13,33.56,24.95,17.208,3693.32,0.131,0.0,False,CPU
+40,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1185.0,+82/-88,0.149,33.62,17.79,19.691,497.58,0.163,0.0,False,CPU
+41,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1148.0,+77/-82,0.098,35.94,26.54,20.42,575.62,1.155,0.0,False,CPU
+42,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1137.0,+57/-66,0.078,36.6,30.99,18.612,3.63,0.218,0.0,False,CPU
+43,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1129.0,+69/-91,0.092,37.06,24.49,19.921,1666.78,0.561,0.0,False,CPU
+44,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1126.0,+53/-63,0.047,37.25,32.25,18.524,3.1,0.207,0.0,False,CPU
+45,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1097.0,+63/-68,0.052,38.97,32.32,21.432,575.62,0.147,0.0,False,CPU
+46,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,1043.0,+90/-101,0.067,41.92,25.27,23.257,6.09,0.951,0.0,False,GPU
+47,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1014.0,+64/-97,0.026,43.42,38.0,23.054,12.68,0.155,0.0,False,CPU
+48,🧠⚡,Foundation Model,[TabFlex (default) [22.22% IMPUTED]](https://arxiv.org/abs/2506.05584),➖,1010.0,+75/-83,0.05,43.61,34.89,25.516,1.59,0.149,22.22,True,GPU
+49,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+69/-89,0.02,44.1,33.9,25.971,0.51,0.085,0.0,False,CPU
+50,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,992.0,+76/-81,0.021,44.47,40.13,26.736,0.43,0.081,0.0,False,CPU
+51,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,980.0,+58/-83,0.023,45.03,41.34,24.045,5.83,0.571,0.0,False,CPU
+52,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,967.0,+70/-121,0.029,45.64,39.24,27.027,116.3,1.243,0.0,False,CPU
+53,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,890.0,+85/-106,0.028,48.74,21.03,32.488,520.62,0.491,0.0,False,CPU
+54,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,864.0,+93/-116,0.023,49.67,30.07,33.0,520.62,0.097,0.0,False,CPU
+55,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,824.0,+102/-147,0.011,50.94,46.99,35.769,2.59,0.129,0.0,False,CPU
+56,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,801.0,+79/-133,0.016,51.61,48.91,33.024,116.3,0.075,0.0,False,CPU
+57,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,608.0,+97/-193,0.0,55.64,55.2,45.176,0.37,0.035,0.0,False,CPU
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+#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
+0,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1650.0,+124/-84,0.683,8.42,2.71,4.175,2200.35,8.314,0.0,False,GPU
+1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1630.0,+84/-70,0.622,9.14,5.48,7.065,6.21,0.561,0.0,False,GPU
+2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1598.0,+113/-87,0.6,10.36,4.25,6.692,2200.35,0.882,0.0,False,GPU
+3,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1570.0,+96/-80,0.581,11.52,4.86,7.982,625.63,7.662,0.0,False,GPU
+4,🧠⚡,Foundation Model,[TabPFNv2 (tuned + ensembled)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1536.0,+102/-76,0.517,13.08,5.44,9.632,3650.56,52.333,0.0,False,GPU
+5,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1533.0,+74/-57,0.488,13.21,7.36,10.676,3565.03,23.942,0.0,False,GPU
+6,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1488.0,+62/-51,0.426,15.52,8.68,10.911,3035.75,1.498,0.0,False,CPU
+7,🧠🔁,Neural Network,[Mitra (default)](https://arxiv.org/abs/2510.21204),✔️,1486.0,+86/-68,0.434,15.59,7.42,10.885,137.76,3.046,0.0,False,GPU
+8,🧠🔁,Neural Network,[LimiX (default)](https://arxiv.org/abs/2509.03505),➖,1469.0,+92/-79,0.461,16.5,5.8,13.013,4.66,0.611,0.0,False,GPU
+9,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1462.0,+96/-75,0.458,16.94,4.96,10.452,7821.64,382.96,0.0,False,GPU
+10,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1456.0,+69/-67,0.4,17.23,8.75,12.039,3565.03,0.706,0.0,False,GPU
+11,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1422.0,+108/-73,0.415,19.21,6.24,11.708,7821.64,39.414,0.0,False,GPU
+12,🧠⚡,Foundation Model,[TabPFNv2 (tuned)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1413.0,+88/-73,0.357,19.74,10.49,12.201,3650.56,0.543,0.0,False,GPU
+13,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1401.0,+81/-72,0.33,20.48,10.84,12.887,3407.57,1.449,0.0,False,GPU
+14,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1370.0,+60/-45,0.213,22.35,18.6,14.631,780.12,2.129,0.0,False,CPU
+15,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1361.0,+70/-63,0.239,22.95,16.22,14.299,2234.83,0.653,0.0,False,CPU
+16,🧠⚡,Foundation Model,[TabPFNv2 (default)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1352.0,+86/-61,0.325,23.52,8.67,13.532,4.97,0.545,0.0,False,GPU
+17,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1334.0,+82/-72,0.253,24.65,15.76,13.965,3407.57,0.173,0.0,False,GPU
+18,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1329.0,+74/-58,0.227,24.94,17.24,15.058,1216.65,2.007,0.0,False,GPU
+19,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1328.0,+56/-52,0.202,25.03,19.5,14.923,2234.83,0.071,0.0,False,CPU
+20,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1327.0,+103/-84,0.33,25.09,7.99,14.25,51.52,40.033,0.0,False,GPU
+21,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1323.0,+51/-55,0.178,25.35,20.59,15.678,848.99,1.866,0.0,False,CPU
+22,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1323.0,+91/-73,0.253,25.36,16.7,15.733,6308.39,7.737,0.0,False,GPU
+23,🧠⚡,Foundation Model,[TabICL (default) [21.21% IMPUTED]](https://arxiv.org/abs/2502.05564),✔️,1316.0,+94/-98,0.279,25.8,7.59,14.435,7.68,1.615,21.21,True,GPU
+24,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1313.0,+58/-46,0.161,25.95,18.68,15.66,8.13,0.126,0.0,False,CPU
+25,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1312.0,+77/-83,0.223,26.06,12.6,14.889,6308.39,0.477,0.0,False,GPU
+26,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1309.0,+59/-50,0.165,26.24,13.96,15.82,848.99,0.298,0.0,False,CPU
+27,🧠⚡,Foundation Model,[BetaTabPFN (default) [21.21% IMPUTED]](https://arxiv.org/abs/2502.02527),➖,1306.0,+84/-85,0.235,26.42,15.22,16.996,277.28,1.727,21.21,True,GPU
+28,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1302.0,+72/-63,0.16,26.67,21.7,15.671,780.12,0.381,0.0,False,CPU
+29,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1290.0,+73/-68,0.172,27.48,16.1,16.838,2961.52,0.521,0.0,False,CPU
+30,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1287.0,+62/-54,0.163,27.67,17.51,15.815,16.29,4.082,0.0,False,GPU
+31,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1281.0,+77/-76,0.211,28.03,17.74,16.232,13.3,0.146,0.0,False,GPU
+32,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1272.0,+68/-66,0.16,28.65,20.28,16.037,1216.65,0.097,0.0,False,GPU
+33,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1248.0,+64/-62,0.144,30.15,23.3,16.297,3460.09,2.057,0.0,False,CPU
+34,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1246.0,+74/-66,0.138,30.3,13.32,17.567,2961.52,0.054,0.0,False,CPU
+35,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1221.0,+66/-59,0.117,31.89,14.0,19.358,14.5,0.3,0.0,False,GPU
+36,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1220.0,+78/-78,0.11,31.94,14.62,18.183,9.77,0.046,0.0,False,CPU
+37,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1204.0,+86/-83,0.134,32.98,22.16,19.428,1453.07,6.678,0.0,False,CPU
+38,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1195.0,+72/-79,0.107,33.56,26.02,20.536,418.39,0.972,0.0,False,CPU
+39,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1180.0,+71/-61,0.106,34.45,27.58,17.9,3460.09,0.121,0.0,False,CPU
+40,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1176.0,+75/-82,0.13,34.76,19.79,20.959,418.39,0.147,0.0,False,CPU
+41,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1141.0,+77/-85,0.1,36.85,23.73,20.713,1453.07,0.637,0.0,False,CPU
+42,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1134.0,+74/-98,0.073,37.24,27.69,21.857,563.93,0.997,0.0,False,CPU
+43,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1120.0,+51/-60,0.026,38.06,35.14,19.796,2.86,0.19,0.0,False,CPU
+44,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1112.0,+51/-65,0.037,38.53,35.23,20.033,3.28,0.179,0.0,False,CPU
+45,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1092.0,+70/-84,0.046,39.67,32.65,22.761,563.93,0.149,0.0,False,CPU
+46,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,1050.0,+89/-100,0.073,41.94,24.43,24.517,5.55,0.867,0.0,False,GPU
+47,🧠⚡,Foundation Model,[TabFlex (default) [21.21% IMPUTED]](https://arxiv.org/abs/2506.05584),➖,1024.0,+82/-95,0.054,43.27,34.1,26.178,1.29,0.149,21.21,True,GPU
+48,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1012.0,+79/-77,0.028,43.85,38.13,24.002,9.39,0.15,0.0,False,CPU
+49,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+82/-107,0.021,44.42,33.54,26.75,0.48,0.074,0.0,False,CPU
+50,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,994.0,+86/-117,0.023,44.7,40.11,27.387,0.38,0.075,0.0,False,CPU
+51,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,984.0,+77/-97,0.025,45.18,41.29,24.643,5.2,0.522,0.0,False,CPU
+52,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,955.0,+74/-83,0.007,46.42,43.79,28.217,101.2,1.135,0.0,False,CPU
+53,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,912.0,+86/-109,0.03,48.15,19.91,32.259,497.63,0.481,0.0,False,CPU
+54,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,887.0,+84/-108,0.026,49.08,28.85,32.749,497.63,0.084,0.0,False,CPU
+55,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,849.0,+98/-121,0.012,50.36,46.23,35.015,2.47,0.121,0.0,False,CPU
+56,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,771.0,+84/-107,0.0,52.58,51.87,34.522,101.2,0.065,0.0,False,CPU
+57,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,625.0,+106/-165,0.0,55.48,55.02,45.393,0.28,0.026,0.0,False,CPU
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+#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
+0,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1568.0,+105/-74,0.589,10.57,3.67,5.636,1877.76,10.745,0.0,False,GPU
+1,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1562.0,+112/-85,0.623,10.8,3.7,6.142,442.6,6.737,0.0,False,GPU
+2,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1547.0,+99/-70,0.567,11.47,4.88,7.435,1231.21,1.36,0.0,False,CPU
+3,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1546.0,+95/-69,0.567,11.5,6.22,7.006,4.79,0.708,0.0,False,GPU
+4,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1537.0,+102/-63,0.551,11.92,5.24,6.667,1877.76,1.035,0.0,False,GPU
+5,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1500.0,+69/-60,0.477,13.73,8.61,9.187,2721.85,9.311,0.0,False,GPU
+6,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1424.0,+76/-72,0.388,17.92,8.05,11.154,2721.85,0.265,0.0,False,GPU
+7,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1412.0,+81/-64,0.382,18.67,7.44,11.026,2180.12,1.135,0.0,False,GPU
+8,🧠⚡,Foundation Model,[TabICL (default) [3.33% IMPUTED]](https://arxiv.org/abs/2502.05564),✔️,1394.0,+82/-68,0.349,19.78,7.26,10.012,8.05,2.008,3.33,True,GPU
+9,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1388.0,+52/-50,0.292,20.12,14.44,12.615,328.64,0.774,0.0,False,CPU
+10,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1374.0,+71/-61,0.34,21.03,7.84,9.545,5890.6,409.986,0.0,False,GPU
+11,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1368.0,+62/-51,0.304,21.4,10.27,12.209,3.84,0.068,0.0,False,CPU
+12,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1367.0,+70/-70,0.302,21.45,11.5,13.18,462.92,0.613,0.0,False,CPU
+13,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1366.0,+87/-76,0.331,21.52,10.11,12.046,3436.74,0.405,0.0,False,GPU
+14,🧠🔁,Neural Network,[LimiX (default) [16.67% IMPUTED]](https://arxiv.org/abs/2509.03505),➖,1362.0,+93/-84,0.365,21.75,6.22,13.114,1.95,0.488,16.67,True,GPU
+15,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1358.0,+69/-73,0.302,22.05,12.29,12.343,1043.89,0.478,0.0,False,CPU
+16,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1350.0,+94/-95,0.353,22.52,8.36,12.196,3436.74,8.478,0.0,False,GPU
+17,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1340.0,+85/-73,0.305,23.22,12.12,12.161,2180.12,0.117,0.0,False,GPU
+18,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1332.0,+56/-61,0.276,23.72,14.78,12.867,1043.89,0.041,0.0,False,CPU
+19,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1332.0,+76/-80,0.281,23.72,9.4,11.754,5890.6,39.565,0.0,False,GPU
+20,🧠⚡,Foundation Model,[BetaTabPFN (default)](https://arxiv.org/abs/2502.02527),➖,1332.0,+95/-64,0.275,23.73,13.6,14.412,248.47,1.7,0.0,False,GPU
+21,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1331.0,+75/-80,0.262,23.77,10.5,13.559,462.92,0.108,0.0,False,CPU
+22,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1320.0,+58/-62,0.23,24.53,19.55,13.786,328.64,0.089,0.0,False,CPU
+23,🧠⚡,Foundation Model,[TabPFNv2 (tuned + ensembled) [33.33% IMPUTED]](https://www.nature.com/articles/s41586-024-08328-6),✔️,1315.0,+94/-79,0.304,24.85,9.85,14.164,2914.83,17.91,33.33,True,GPU
+24,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1311.0,+68/-57,0.213,25.1,15.6,14.601,1579.5,0.428,0.0,False,CPU
+25,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1304.0,+69/-82,0.224,25.6,17.15,13.468,559.77,1.513,0.0,False,GPU
+26,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1299.0,+58/-53,0.175,25.9,16.67,13.707,9.04,1.162,0.0,False,GPU
+27,🧠🔁,Neural Network,[Mitra (default) [33.33% IMPUTED]](https://arxiv.org/abs/2510.21204),✔️,1296.0,+102/-77,0.272,26.07,9.31,14.387,106.33,2.667,33.33,True,GPU
+28,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1285.0,+89/-78,0.24,26.83,17.89,14.697,8.0,0.124,0.0,False,GPU
+29,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1273.0,+73/-55,0.179,27.63,20.43,13.865,2206.58,2.301,0.0,False,CPU
+30,🧠⚡,Foundation Model,[TabPFNv2 (tuned) [33.33% IMPUTED]](https://www.nature.com/articles/s41586-024-08328-6),✔️,1262.0,+91/-73,0.221,28.38,13.63,15.933,2914.83,0.225,33.33,True,GPU
+31,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1258.0,+63/-69,0.148,28.68,20.29,15.134,559.77,0.086,0.0,False,GPU
+32,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1257.0,+67/-57,0.14,28.73,13.78,15.369,1579.5,0.05,0.0,False,CPU
+33,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1251.0,+70/-60,0.15,29.1,13.32,16.377,4.79,0.045,0.0,False,CPU
+34,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1222.0,+72/-90,0.179,31.08,11.5,14.951,47.89,39.446,0.0,False,GPU
+35,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1218.0,+76/-88,0.139,31.35,21.38,16.897,561.29,4.462,0.0,False,CPU
+36,🧠⚡,Foundation Model,[TabPFNv2 (default) [33.33% IMPUTED]](https://www.nature.com/articles/s41586-024-08328-6),✔️,1216.0,+78/-78,0.196,31.48,10.46,17.278,2.61,0.256,33.33,True,GPU
+37,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1200.0,+85/-80,0.141,32.53,18.88,16.455,1.42,0.118,0.0,False,CPU
+38,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1191.0,+77/-69,0.131,33.07,25.9,16.272,2206.58,0.107,0.0,False,CPU
+39,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1188.0,+63/-62,0.111,33.25,13.68,17.287,11.15,0.312,0.0,False,GPU
+40,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1173.0,+74/-68,0.081,34.25,27.98,18.237,122.9,0.583,0.0,False,CPU
+41,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1140.0,+68/-85,0.061,36.3,29.95,19.635,171.61,0.552,0.0,False,CPU
+42,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1138.0,+79/-101,0.096,36.47,23.6,19.002,561.29,0.236,0.0,False,CPU
+43,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1135.0,+63/-66,0.082,36.65,32.0,17.467,0.93,0.094,0.0,False,CPU
+44,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1130.0,+79/-75,0.086,36.97,21.52,19.849,122.9,0.072,0.0,False,CPU
+45,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1106.0,+64/-69,0.021,38.42,34.53,20.285,171.61,0.053,0.0,False,CPU
+46,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1044.0,+74/-69,0.035,41.93,36.06,21.546,4.97,0.092,0.0,False,CPU
+47,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),➖,1010.0,+104/-121,0.059,43.7,33.56,26.685,0.81,0.115,0.0,False,GPU
+48,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+76/-92,0.024,44.18,32.57,24.447,0.29,0.031,0.0,False,CPU
+49,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,998.0,+75/-93,0.031,44.27,40.03,22.018,2.79,0.259,0.0,False,CPU
+50,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,991.0,+63/-92,0.006,44.63,42.41,24.644,140.66,3.209,0.0,False,CPU
+51,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,973.0,+93/-126,0.041,45.47,18.11,28.274,155.53,0.277,0.0,False,CPU
+52,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,941.0,+96/-133,0.03,46.88,26.66,28.935,155.53,0.05,0.0,False,CPU
+53,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,930.0,+91/-113,0.037,47.33,41.1,27.199,2.71,0.392,0.0,False,GPU
+54,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,924.0,+92/-110,0.016,47.6,43.29,26.269,0.18,0.035,0.0,False,CPU
+55,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,904.0,+98/-113,0.013,48.4,44.34,30.667,0.8,0.088,0.0,False,CPU
+56,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,827.0,+62/-96,0.0,51.03,50.24,30.916,140.66,0.188,0.0,False,CPU
+57,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,586.0,+96/-207,0.0,56.0,55.7,43.999,0.15,0.024,0.0,False,CPU
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+2,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1747.0,+274/-161,0.619,10.78,3.85,4.475,2149.06,6.373,0.0,False,GPU
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+4,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1714.0,+130/-48,0.517,12.0,8.92,5.584,1655.56,2.483,0.0,False,GPU
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+33,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1307.0,+122/-138,0.083,31.56,27.8,13.503,1128.19,0.055,0.0,False,CPU
+34,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1300.0,+123/-154,0.036,31.89,28.72,13.474,40.45,0.331,0.0,False,CPU
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+37,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1251.0,+51/-62,0.0,34.28,33.94,15.173,43.93,0.018,0.0,False,CPU
+38,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1230.0,+108/-121,0.015,35.22,33.77,14.121,9.93,0.224,0.0,False,GPU
+39,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1210.0,+137/-213,0.022,36.17,32.49,18.236,41.8,39.131,0.0,False,GPU
+40,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1194.0,+128/-148,0.02,36.89,34.1,17.071,40.45,0.028,0.0,False,CPU
+41,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1178.0,+108/-183,0.02,37.56,35.52,16.535,368.88,0.084,0.0,False,CPU
+42,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1142.0,+101/-139,0.013,39.11,37.42,16.268,1.81,0.048,0.0,False,CPU
+43,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,1104.0,+173/-273,0.019,40.61,36.3,25.579,43.96,0.099,0.0,False,CPU
+44,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,1102.0,+114/-195,0.02,40.67,37.79,20.929,514.21,52.341,0.0,False,CPU
+45,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1067.0,+137/-238,0.026,42.0,38.71,19.282,1.61,0.113,0.0,False,CPU
+46,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,1056.0,+170/-258,0.002,42.39,39.36,26.315,43.96,0.024,0.0,False,CPU
+47,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+121/-272,0.0,44.28,43.24,22.467,0.11,0.012,0.0,False,CPU
+48,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,896.0,+238/-618,0.027,47.22,39.51,30.82,2.77,0.157,0.0,False,GPU
+49,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,887.0,+98/-215,0.0,47.44,47.08,28.058,0.22,0.022,0.0,False,CPU
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+52,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),➖,823.0,+121/-262,0.0,48.89,48.33,33.192,0.2,0.035,0.0,False,GPU
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+0,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1622.0,+93/-51,0.644,7.95,5.49,6.664,5.53,0.55,0.0,False,GPU
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+14,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1361.0,+104/-87,0.334,20.76,9.2,12.578,2237.77,1.273,0.0,False,GPU
+15,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1351.0,+96/-92,0.339,21.43,7.72,10.868,6616.87,39.713,0.0,False,GPU
+16,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1332.0,+66/-54,0.219,22.64,17.52,14.378,512.11,1.17,0.0,False,CPU
+17,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1310.0,+81/-60,0.216,24.02,15.97,14.616,4.51,0.124,0.0,False,CPU
+18,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1305.0,+138/-85,0.279,24.36,9.9,13.216,4618.5,0.426,0.0,False,GPU
+19,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1296.0,+92/-85,0.196,24.95,14.11,15.188,1640.58,0.552,0.0,False,CPU
+20,🧠⚡,Foundation Model,[TabPFNv2 (default) [4.76% IMPUTED]](https://www.nature.com/articles/s41586-024-08328-6),✔️,1294.0,+109/-93,0.28,25.14,7.87,15.054,4.16,0.543,4.76,True,GPU
+21,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1291.0,+114/-102,0.256,25.31,14.98,13.922,2237.77,0.147,0.0,False,GPU
+22,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1290.0,+88/-79,0.216,25.4,13.7,15.671,700.96,0.743,0.0,False,CPU
+23,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1287.0,+80/-61,0.185,25.57,14.74,14.488,11.09,2.46,0.0,False,GPU
+24,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1282.0,+89/-84,0.194,25.93,16.64,14.814,1103.84,0.559,0.0,False,CPU
+25,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1274.0,+82/-84,0.208,26.43,18.06,15.114,536.23,1.738,0.0,False,GPU
+26,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1265.0,+79/-77,0.186,27.05,10.35,16.075,700.96,0.203,0.0,False,CPU
+27,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1261.0,+77/-68,0.147,27.29,11.48,15.562,1640.58,0.059,0.0,False,CPU
+28,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1259.0,+68/-70,0.173,27.43,23.57,15.646,512.11,0.122,0.0,False,CPU
+29,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1257.0,+114/-91,0.233,27.55,16.83,15.505,4618.5,9.218,0.0,False,GPU
+30,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1253.0,+85/-82,0.168,27.81,21.05,15.521,1103.84,0.051,0.0,False,CPU
+31,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1250.0,+90/-86,0.162,28.0,10.87,16.455,7.16,0.046,0.0,False,CPU
+32,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1246.0,+98/-87,0.219,28.29,17.5,16.449,11.3,0.149,0.0,False,GPU
+33,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1245.0,+106/-102,0.239,28.33,8.98,13.544,52.04,39.82,0.0,False,GPU
+34,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1230.0,+98/-88,0.175,29.33,20.98,15.554,2535.0,2.546,0.0,False,CPU
+35,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1221.0,+86/-94,0.137,29.98,21.67,16.131,536.23,0.097,0.0,False,GPU
+36,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1187.0,+108/-107,0.133,32.21,10.89,18.644,13.39,0.329,0.0,False,GPU
+37,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1180.0,+101/-110,0.147,32.64,20.89,18.831,650.63,5.616,0.0,False,CPU
+38,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1170.0,+94/-93,0.146,33.33,25.03,17.459,2535.0,0.112,0.0,False,CPU
+39,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1139.0,+87/-99,0.096,35.26,27.67,20.279,206.04,0.946,0.0,False,CPU
+40,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1134.0,+104/-151,0.124,35.62,20.56,20.059,650.63,0.442,0.0,False,CPU
+41,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1125.0,+83/-84,0.081,36.14,29.19,19.149,1.98,0.122,0.0,False,CPU
+42,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1118.0,+108/-111,0.114,36.62,18.51,21.039,206.04,0.098,0.0,False,CPU
+43,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1098.0,+74/-90,0.078,37.79,32.21,19.563,2.47,0.168,0.0,False,CPU
+44,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1097.0,+93/-108,0.079,37.86,29.32,21.728,494.48,0.936,0.0,False,CPU
+45,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1061.0,+86/-101,0.028,40.0,34.61,22.476,494.48,0.093,0.0,False,CPU
+46,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),➖,1051.0,+115/-148,0.085,40.52,29.4,23.895,1.29,0.149,0.0,False,GPU
+47,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1010.0,+91/-135,0.044,42.76,35.3,23.809,7.76,0.147,0.0,False,CPU
+48,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+105/-148,0.034,43.29,29.07,25.296,0.39,0.041,0.0,False,CPU
+49,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,976.0,+86/-127,0.029,44.48,40.11,23.191,3.48,0.427,0.0,False,CPU
+50,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,947.0,+100/-143,0.041,45.86,40.9,25.646,2.66,0.702,0.0,False,GPU
+51,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,947.0,+119/-146,0.023,45.86,40.57,26.793,0.33,0.044,0.0,False,CPU
+52,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,944.0,+72/-114,0.0,45.95,44.39,26.237,89.61,1.627,0.0,False,CPU
+53,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,926.0,+112/-152,0.048,46.79,14.84,29.429,280.42,0.382,0.0,False,CPU
+54,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,900.0,+118/-175,0.018,47.86,42.54,31.785,1.48,0.127,0.0,False,CPU
+55,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,895.0,+118/-156,0.04,48.05,23.27,30.058,280.42,0.072,0.0,False,CPU
+56,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,793.0,+89/-139,0.0,51.52,50.65,31.804,89.61,0.08,0.0,False,CPU
+57,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,608.0,+105/-184,0.0,55.52,55.12,43.082,0.24,0.02,0.0,False,CPU
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+#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
+0,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1644.0,+93/-60,0.637,7.8,5.36,6.865,5.25,0.517,0.0,False,GPU
+1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1567.0,+153/-98,0.586,10.65,4.0,5.801,2092.56,8.655,0.0,False,GPU
+2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1556.0,+140/-99,0.575,11.12,4.48,6.297,2092.56,0.867,0.0,False,GPU
+3,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1493.0,+130/-78,0.506,14.1,5.36,8.203,598.6,8.421,0.0,False,GPU
+4,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1492.0,+91/-82,0.441,14.2,8.25,10.934,2773.9,21.391,0.0,False,GPU
+5,🧠⚡,Foundation Model,[TabPFNv2 (tuned + ensembled)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1476.0,+124/-90,0.456,15.02,7.12,10.58,3361.32,65.579,0.0,False,GPU
+6,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1471.0,+85/-74,0.413,15.3,10.76,10.37,1881.65,1.26,0.0,False,CPU
+7,🧠🔁,Neural Network,[Mitra (default)](https://arxiv.org/abs/2510.21204),✔️,1443.0,+115/-72,0.407,16.82,6.69,10.913,145.75,4.071,0.0,False,GPU
+8,🧠🔁,Neural Network,[LimiX (default)](https://arxiv.org/abs/2509.03505),➖,1426.0,+123/-84,0.419,17.77,5.81,10.972,4.09,0.544,0.0,False,GPU
+9,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1420.0,+120/-99,0.371,18.18,7.33,12.618,2773.9,0.534,0.0,False,GPU
+10,🧠⚡,Foundation Model,[BetaTabPFN (default)](https://arxiv.org/abs/2502.02527),➖,1402.0,+115/-88,0.33,19.25,11.6,14.276,292.15,1.882,0.0,False,GPU
+11,🧠⚡,Foundation Model,[TabICL (default)](https://arxiv.org/abs/2502.05564),✔️,1401.0,+118/-76,0.371,19.27,6.01,10.185,8.05,1.864,0.0,False,GPU
+12,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1399.0,+132/-82,0.38,19.4,6.06,9.42,6408.95,397.026,0.0,False,GPU
+13,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1389.0,+117/-88,0.351,20.05,8.88,12.618,2217.3,1.258,0.0,False,GPU
+14,🧠⚡,Foundation Model,[TabPFNv2 (tuned)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1384.0,+124/-88,0.331,20.32,10.16,13.232,3361.32,0.527,0.0,False,GPU
+15,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1368.0,+131/-93,0.347,21.3,7.46,10.945,6408.95,39.606,0.0,False,GPU
+16,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1334.0,+58/-48,0.186,23.52,20.03,15.024,457.0,1.064,0.0,False,CPU
+17,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1333.0,+110/-76,0.293,23.58,9.54,13.112,4442.23,0.405,0.0,False,GPU
+18,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1320.0,+84/-79,0.206,24.4,13.69,15.346,1618.79,0.502,0.0,False,CPU
+19,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1315.0,+112/-89,0.269,24.72,14.55,13.982,2217.3,0.137,0.0,False,GPU
+20,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1315.0,+77/-60,0.186,24.72,16.46,15.224,4.49,0.115,0.0,False,CPU
+21,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1314.0,+80/-69,0.194,24.8,14.28,14.446,10.77,2.16,0.0,False,GPU
+22,🧠⚡,Foundation Model,[TabPFNv2 (default)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1312.0,+104/-98,0.295,24.95,7.59,15.25,3.89,0.544,0.0,False,GPU
+23,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1287.0,+83/-75,0.178,26.58,19.37,16.445,673.88,0.681,0.0,False,CPU
+24,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1284.0,+85/-81,0.162,26.78,17.38,15.452,1103.74,0.549,0.0,False,CPU
+25,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1281.0,+88/-92,0.186,27.0,18.24,15.662,516.54,1.513,0.0,False,GPU
+26,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1278.0,+83/-91,0.17,27.2,10.48,16.268,6.77,0.046,0.0,False,CPU
+27,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1276.0,+99/-108,0.245,27.28,16.43,15.707,4442.23,8.478,0.0,False,GPU
+28,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1275.0,+83/-79,0.154,27.4,11.18,15.789,1618.79,0.055,0.0,False,CPU
+29,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1272.0,+120/-112,0.23,27.55,17.0,16.267,10.18,0.149,0.0,False,GPU
+30,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1268.0,+136/-120,0.251,27.85,8.65,13.464,51.78,39.866,0.0,False,GPU
+31,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1264.0,+74/-64,0.146,28.1,24.41,16.249,457.0,0.111,0.0,False,CPU
+32,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1262.0,+76/-68,0.15,28.2,11.24,16.819,673.88,0.177,0.0,False,CPU
+33,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1255.0,+98/-87,0.183,28.7,20.47,15.396,2533.55,2.301,0.0,False,CPU
+34,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1252.0,+87/-54,0.133,28.9,24.07,16.217,1103.74,0.05,0.0,False,CPU
+35,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1227.0,+80/-86,0.12,30.58,21.9,16.637,516.54,0.086,0.0,False,GPU
+36,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1212.0,+84/-118,0.139,31.52,10.49,18.467,11.78,0.312,0.0,False,GPU
+37,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1204.0,+96/-119,0.154,32.02,20.34,18.721,622.79,5.389,0.0,False,CPU
+38,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1196.0,+97/-94,0.153,32.6,24.44,17.128,2533.55,0.11,0.0,False,CPU
+39,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1157.0,+98/-138,0.13,35.05,20.0,19.935,622.79,0.398,0.0,False,CPU
+40,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1141.0,+94/-87,0.076,36.08,28.32,20.989,204.47,0.853,0.0,False,CPU
+41,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1121.0,+117/-112,0.109,37.3,18.33,21.645,204.47,0.091,0.0,False,CPU
+42,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1117.0,+81/-93,0.043,37.55,33.65,20.016,1.88,0.121,0.0,False,CPU
+43,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1094.0,+98/-125,0.057,38.9,30.42,22.532,448.77,0.841,0.0,False,CPU
+44,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1091.0,+80/-100,0.043,39.08,35.18,20.402,2.39,0.159,0.0,False,CPU
+45,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),➖,1078.0,+103/-162,0.089,39.85,28.74,23.197,1.17,0.148,0.0,False,GPU
+46,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1065.0,+93/-110,0.03,40.55,34.95,23.044,448.77,0.092,0.0,False,CPU
+47,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1033.0,+109/-126,0.046,42.3,34.74,23.554,7.36,0.138,0.0,False,CPU
+48,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+98/-164,0.035,44.0,29.07,26.004,0.37,0.04,0.0,False,CPU
+49,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,997.0,+107/-123,0.031,44.15,39.68,22.94,3.3,0.395,0.0,False,CPU
+50,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,963.0,+65/-111,0.0,45.75,44.14,26.281,89.46,1.579,0.0,False,CPU
+51,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,953.0,+121/-156,0.044,46.2,41.0,26.17,2.66,0.553,0.0,False,GPU
+52,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,949.0,+114/-129,0.05,46.38,14.32,29.0,276.0,0.368,0.0,False,CPU
+53,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,948.0,+121/-161,0.024,46.45,40.96,27.548,0.29,0.041,0.0,False,CPU
+54,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,926.0,+106/-145,0.019,47.35,41.98,31.115,1.45,0.123,0.0,False,CPU
+55,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,920.0,+122/-145,0.042,47.6,22.6,29.565,276.0,0.065,0.0,False,CPU
+56,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,810.0,+84/-146,0.0,51.45,50.54,31.853,89.46,0.075,0.0,False,CPU
+57,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,624.0,+110/-269,0.0,55.5,55.08,43.289,0.22,0.02,0.0,False,CPU
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+#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
+0,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1590.0,+102/-84,0.632,9.61,2.92,4.83,2063.62,9.938,0.0,False,GPU
+1,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1577.0,+90/-78,0.643,10.13,3.95,7.182,521.51,7.239,0.0,False,GPU
+2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1555.0,+94/-77,0.577,11.08,5.09,7.35,2063.62,1.087,0.0,False,GPU
+3,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1537.0,+80/-70,0.559,11.88,6.08,7.714,5.62,0.771,0.0,False,GPU
+4,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1525.0,+94/-61,0.552,12.42,4.74,8.832,1815.7,1.456,0.0,False,CPU
+5,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1480.0,+56/-49,0.461,14.68,7.76,10.513,2773.9,16.363,0.0,False,GPU
+6,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1415.0,+53/-51,0.381,18.38,8.94,12.166,2773.9,0.39,0.0,False,GPU
+7,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1404.0,+75/-60,0.369,19.08,8.25,12.641,2461.81,1.283,0.0,False,GPU
+8,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1389.0,+56/-44,0.297,19.96,14.18,13.379,391.23,1.243,0.0,False,CPU
+9,🧠🔁,Neural Network,[LimiX (default) [15.79% IMPUTED]](https://arxiv.org/abs/2509.03505),➖,1384.0,+73/-74,0.384,20.29,6.54,12.947,3.46,0.517,15.79,True,GPU
+10,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1373.0,+95/-58,0.347,21.0,8.39,11.63,6067.13,404.225,0.0,False,GPU
+11,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1369.0,+72/-56,0.314,21.22,12.73,12.907,1326.58,0.531,0.0,False,CPU
+12,🧠⚡,Foundation Model,[TabICL (default) [5.26% IMPUTED]](https://arxiv.org/abs/2502.05564),✔️,1367.0,+79/-72,0.332,21.37,7.5,12.807,9.07,2.008,5.26,True,GPU
+13,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1360.0,+69/-72,0.284,21.83,12.73,13.973,682.62,0.971,0.0,False,CPU
+14,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1350.0,+64/-68,0.3,22.47,11.37,13.402,4853.07,0.473,0.0,False,GPU
+15,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1347.0,+66/-56,0.289,22.67,14.9,13.432,1326.58,0.051,0.0,False,CPU
+16,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1346.0,+50/-54,0.272,22.74,11.73,13.55,5.74,0.107,0.0,False,CPU
+17,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1344.0,+83/-62,0.307,22.86,12.22,13.609,2461.81,0.138,0.0,False,GPU
+18,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1342.0,+93/-83,0.326,22.97,9.57,13.448,4853.07,9.386,0.0,False,GPU
+19,🧠⚡,Foundation Model,[TabPFNv2 (tuned + ensembled) [31.58% IMPUTED]](https://www.nature.com/articles/s41586-024-08328-6),✔️,1334.0,+93/-80,0.334,23.51,8.96,15.007,2914.83,17.597,31.58,True,GPU
+20,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1333.0,+64/-47,0.249,23.58,17.69,14.32,391.23,0.186,0.0,False,CPU
+21,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1331.0,+63/-69,0.256,23.68,11.74,14.222,682.62,0.183,0.0,False,CPU
+22,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1323.0,+75/-74,0.285,24.22,8.48,13.66,6067.13,39.565,0.0,False,GPU
+23,🧠🔁,Neural Network,[Mitra (default) [31.58% IMPUTED]](https://arxiv.org/abs/2510.21204),✔️,1316.0,+86/-83,0.295,24.66,9.93,15.339,118.41,2.667,31.58,True,GPU
+24,🧠⚡,Foundation Model,[BetaTabPFN (default)](https://arxiv.org/abs/2502.02527),➖,1312.0,+66/-58,0.256,24.92,14.82,15.997,250.94,2.036,0.0,False,GPU
+25,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1310.0,+69/-58,0.239,25.11,14.61,14.71,1053.72,2.067,0.0,False,GPU
+26,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1303.0,+63/-51,0.207,25.53,15.73,15.784,2399.23,0.558,0.0,False,CPU
+27,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1282.0,+72/-66,0.237,26.95,17.43,16.264,10.31,0.136,0.0,False,GPU
+28,🧠⚡,Foundation Model,[TabPFNv2 (tuned) [31.58% IMPUTED]](https://www.nature.com/articles/s41586-024-08328-6),✔️,1273.0,+76/-76,0.233,27.54,13.68,16.721,2914.83,0.271,31.58,True,GPU
+29,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1264.0,+54/-51,0.169,28.13,21.55,15.515,2480.32,2.175,0.0,False,CPU
+30,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1260.0,+67/-50,0.152,28.42,18.64,16.137,10.77,1.787,0.0,False,GPU
+31,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1258.0,+70/-56,0.166,28.59,13.64,16.368,1053.72,0.105,0.0,False,GPU
+32,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1249.0,+66/-51,0.146,29.18,15.17,16.707,2399.23,0.056,0.0,False,CPU
+33,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1242.0,+59/-54,0.147,29.63,14.98,17.609,6.77,0.052,0.0,False,CPU
+34,🧠⚡,Foundation Model,[TabPFNv2 (default) [31.58% IMPUTED]](https://www.nature.com/articles/s41586-024-08328-6),✔️,1239.0,+82/-80,0.216,29.83,10.67,17.473,3.3,0.305,31.58,True,GPU
+35,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1212.0,+81/-70,0.186,31.62,11.33,16.869,47.89,39.446,0.0,False,GPU
+36,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1210.0,+68/-91,0.145,31.75,21.46,18.74,622.79,5.037,0.0,False,CPU
+37,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1194.0,+64/-63,0.114,32.82,23.16,18.948,197.16,0.721,0.0,False,CPU
+38,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1193.0,+65/-71,0.126,32.84,20.53,17.316,1.88,0.121,0.0,False,CPU
+39,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1192.0,+69/-62,0.13,32.89,24.82,17.8,2480.32,0.117,0.0,False,CPU
+40,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1170.0,+65/-60,0.092,34.36,15.73,19.393,13.35,0.353,0.0,False,GPU
+41,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1167.0,+67/-75,0.104,34.53,24.3,19.874,327.31,0.708,0.0,False,CPU
+42,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1155.0,+66/-76,0.113,35.3,19.39,20.247,197.16,0.083,0.0,False,CPU
+43,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1142.0,+57/-62,0.092,36.12,30.52,18.628,2.25,0.159,0.0,False,CPU
+44,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1127.0,+68/-78,0.093,37.03,24.79,20.748,622.79,0.346,0.0,False,CPU
+45,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1124.0,+58/-60,0.056,37.2,30.05,20.709,327.31,0.085,0.0,False,CPU
+46,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1030.0,+62/-79,0.028,42.55,37.41,23.445,5.73,0.148,0.0,False,CPU
+47,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+61/-86,0.019,44.07,34.16,26.787,0.37,0.038,0.0,False,CPU
+48,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,995.0,+74/-102,0.032,44.29,38.03,27.556,140.66,2.876,0.0,False,CPU
+49,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,986.0,+72/-69,0.029,44.76,40.61,24.653,3.12,0.334,0.0,False,CPU
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+0,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,2023.0,+176/-73,0.867,3.3,2.15,1.576,307.34,2.186,0.0,False,CPU
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+2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1712.0,+263/-137,0.575,10.4,3.14,5.306,780.95,11.64,0.0,False,GPU
+3,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1684.0,+240/-162,0.601,11.4,4.17,5.366,2335.82,14.145,0.0,False,GPU
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+34,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1279.0,+136/-144,0.06,30.9,27.87,13.793,38.59,0.337,0.0,False,CPU
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+36,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1262.0,+124/-96,0.057,31.75,26.58,14.723,52.7,0.017,0.0,False,CPU
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+39,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1184.0,+145/-162,0.031,35.5,32.53,17.278,38.59,0.028,0.0,False,CPU
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+41,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1125.0,+100/-144,0.018,38.1,36.15,19.014,387.73,0.089,0.0,False,CPU
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+44,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,1037.0,+113/-202,0.018,41.6,38.74,24.557,332.4,33.481,0.0,False,CPU
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+46,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+112/-243,0.0,42.9,41.5,22.62,0.11,0.012,0.0,False,CPU
+47,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,998.0,+162/-268,0.002,42.95,40.08,29.28,43.41,0.02,0.0,False,CPU
+48,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,837.0,+96/-216,0.0,47.6,47.26,30.878,0.21,0.019,0.0,False,CPU
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+51,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,792.0,+67/-191,0.0,48.6,48.26,33.031,332.4,1.631,0.0,False,CPU
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+#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
+0,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1603.0,+95/-74,0.618,9.05,5.38,7.437,6.03,0.703,0.0,False,GPU
+1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1596.0,+129/-95,0.646,9.32,2.85,4.66,2279.85,9.666,0.0,False,GPU
+2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1565.0,+125/-84,0.598,10.54,4.64,7.33,2279.85,0.968,0.0,False,GPU
+3,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1526.0,+107/-86,0.567,12.25,5.35,8.987,635.11,8.569,0.0,False,GPU
+4,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1476.0,+84/-64,0.445,14.71,7.26,11.594,3486.44,22.867,0.0,False,GPU
+5,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1459.0,+89/-66,0.434,15.68,8.29,11.423,2993.17,1.401,0.0,False,CPU
+6,🧠⚡,Foundation Model,[TabPFNv2 (tuned + ensembled) [7.14% IMPUTED]](https://www.nature.com/articles/s41586-024-08328-6),✔️,1457.0,+132/-93,0.454,15.79,6.98,12.285,3226.71,49.21,7.14,True,GPU
+7,🧠🔁,Neural Network,[LimiX (default)](https://arxiv.org/abs/2509.03505),➖,1446.0,+87/-62,0.449,16.38,6.27,10.694,4.53,0.611,0.0,False,GPU
+8,🧠🔁,Neural Network,[Mitra (default) [7.14% IMPUTED]](https://arxiv.org/abs/2510.21204),✔️,1427.0,+107/-80,0.401,17.46,7.78,12.738,145.75,4.071,7.14,True,GPU
+9,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1416.0,+74/-72,0.375,18.12,8.57,12.977,3486.44,1.002,0.0,False,GPU
+10,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1389.0,+84/-72,0.387,19.71,6.98,11.814,7432.95,404.225,0.0,False,GPU
+11,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1377.0,+76/-76,0.34,20.46,9.93,13.992,3083.36,1.48,0.0,False,GPU
+12,🧠⚡,Foundation Model,[TabPFNv2 (tuned) [7.14% IMPUTED]](https://www.nature.com/articles/s41586-024-08328-6),✔️,1365.0,+108/-81,0.316,21.25,10.98,14.612,3226.71,0.494,7.14,True,GPU
+13,🧠⚡,Foundation Model,[TabICL (default) [7.14% IMPUTED]](https://arxiv.org/abs/2502.05564),✔️,1355.0,+72/-64,0.329,21.86,6.59,13.761,9.07,1.864,7.14,True,GPU
+14,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1349.0,+62/-52,0.233,22.27,16.88,15.057,774.51,1.455,0.0,False,CPU
+15,🧠⚡,Foundation Model,[BetaTabPFN (default)](https://arxiv.org/abs/2502.02527),➖,1348.0,+96/-74,0.289,22.29,13.46,16.148,303.47,2.324,0.0,False,GPU
+16,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1348.0,+85/-89,0.341,22.32,7.03,13.237,7432.95,39.797,0.0,False,GPU
+17,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1320.0,+89/-67,0.281,24.09,13.98,15.094,3083.36,0.189,0.0,False,GPU
+18,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1319.0,+71/-61,0.228,24.2,16.26,14.996,1612.87,0.724,0.0,False,CPU
+19,🧠⚡,Foundation Model,[TabPFNv2 (default) [7.14% IMPUTED]](https://www.nature.com/articles/s41586-024-08328-6),✔️,1314.0,+94/-71,0.293,24.48,8.41,15.634,4.32,0.469,7.14,True,GPU
+20,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1307.0,+78/-74,0.241,25.0,14.07,15.826,1165.19,2.067,0.0,False,GPU
+21,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1306.0,+82/-77,0.246,25.04,11.45,14.692,6286.73,0.473,0.0,False,GPU
+22,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1303.0,+68/-70,0.205,25.23,15.29,16.187,829.32,1.642,0.0,False,CPU
+23,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1301.0,+57/-56,0.188,25.38,17.8,15.801,6.97,0.144,0.0,False,CPU
+24,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1294.0,+67/-47,0.202,25.86,19.76,15.683,1612.87,0.061,0.0,False,CPU
+25,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1291.0,+70/-66,0.199,26.0,20.3,16.028,774.51,0.282,0.0,False,CPU
+26,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1287.0,+72/-64,0.178,26.29,15.72,16.805,2989.36,0.609,0.0,False,CPU
+27,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1284.0,+69/-67,0.186,26.46,11.97,16.412,829.32,0.241,0.0,False,CPU
+28,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1275.0,+83/-79,0.222,27.11,17.78,16.335,6286.73,9.386,0.0,False,GPU
+29,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1269.0,+81/-80,0.229,27.5,16.66,17.527,11.86,0.149,0.0,False,GPU
+30,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1256.0,+70/-70,0.157,28.36,17.05,16.694,14.59,4.035,0.0,False,GPU
+31,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1248.0,+60/-67,0.138,28.89,13.54,17.476,2989.36,0.063,0.0,False,CPU
+32,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1246.0,+78/-82,0.17,29.05,12.43,16.995,1165.19,0.105,0.0,False,GPU
+33,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1240.0,+80/-64,0.145,29.39,12.97,18.192,8.12,0.053,0.0,False,CPU
+34,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1238.0,+86/-106,0.24,29.54,9.17,16.168,51.78,39.927,0.0,False,GPU
+35,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1237.0,+81/-73,0.165,29.61,22.23,17.116,2894.94,2.42,0.0,False,CPU
+36,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1197.0,+102/-91,0.158,32.27,20.71,19.917,1425.28,7.355,0.0,False,CPU
+37,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1180.0,+87/-76,0.141,33.32,23.9,19.081,2894.94,0.145,0.0,False,CPU
+38,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1178.0,+83/-85,0.129,33.5,21.84,20.789,402.38,1.373,0.0,False,CPU
+39,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1166.0,+69/-85,0.102,34.23,13.26,21.032,14.22,0.353,0.0,False,GPU
+40,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1155.0,+84/-85,0.139,34.95,16.9,21.307,402.38,0.163,0.0,False,CPU
+41,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1136.0,+80/-98,0.113,36.14,25.19,21.865,562.0,1.155,0.0,False,CPU
+42,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1135.0,+91/-92,0.117,36.21,22.19,21.368,1425.28,0.561,0.0,False,CPU
+43,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1134.0,+67/-66,0.061,36.29,30.61,19.814,2.85,0.19,0.0,False,CPU
+44,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1128.0,+64/-81,0.095,36.66,29.97,20.294,3.27,0.193,0.0,False,CPU
+45,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1088.0,+72/-83,0.054,39.0,31.4,22.847,562.0,0.138,0.0,False,CPU
+46,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),➖,1012.0,+95/-122,0.064,43.18,32.86,27.691,2.45,0.519,0.0,False,GPU
+47,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1010.0,+82/-100,0.033,43.32,37.04,25.453,9.06,0.196,0.0,False,CPU
+48,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,1002.0,+96/-132,0.048,43.68,38.27,25.461,5.43,0.836,0.0,False,GPU
+49,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+85/-113,0.025,43.8,31.74,28.276,0.46,0.07,0.0,False,CPU
+50,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,979.0,+92/-121,0.037,44.82,37.52,28.627,123.01,1.579,0.0,False,CPU
+51,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,978.0,+84/-106,0.029,44.89,40.58,25.392,5.03,0.601,0.0,False,CPU
+52,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,944.0,+94/-123,0.018,46.43,41.59,29.921,0.38,0.072,0.0,False,CPU
+53,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,934.0,+89/-116,0.036,46.82,17.87,31.991,479.28,0.495,0.0,False,CPU
+54,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,908.0,+89/-126,0.03,47.91,26.58,32.625,479.28,0.098,0.0,False,CPU
+55,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,873.0,+104/-131,0.014,49.21,44.74,35.574,2.34,0.132,0.0,False,CPU
+56,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,809.0,+108/-156,0.02,51.29,47.97,35.773,123.01,0.092,0.0,False,CPU
+57,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,565.0,+114/-194,0.0,56.14,55.81,49.586,0.28,0.024,0.0,False,CPU
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diff --git a/data/imputation_yes/splits_lite/tasks_classification/datasets_tabpfn/website_leaderboard.csv b/data/imputation_yes/splits_lite/tasks_classification/datasets_tabpfn/website_leaderboard.csv
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+#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
+0,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1648.0,+88/-68,0.635,8.1,5.12,7.839,5.78,0.586,0.0,False,GPU
+1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1624.0,+124/-100,0.653,8.92,2.96,4.968,2162.76,8.93,0.0,False,GPU
+2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1601.0,+124/-104,0.61,9.81,4.39,7.727,2162.76,0.894,0.0,False,GPU
+3,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1533.0,+113/-82,0.548,12.73,5.43,9.618,620.85,8.569,0.0,False,GPU
+4,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1510.0,+93/-63,0.463,13.81,6.88,12.159,3159.9,21.159,0.0,False,GPU
+5,🧠⚡,Foundation Model,[TabPFNv2 (tuned + ensembled)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1509.0,+107/-89,0.488,13.87,6.57,11.53,3361.32,51.669,0.0,False,GPU
+6,🧠🔁,Neural Network,[Mitra (default)](https://arxiv.org/abs/2510.21204),✔️,1472.0,+108/-68,0.432,15.79,7.34,12.029,150.4,4.403,0.0,False,GPU
+7,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1467.0,+82/-70,0.41,16.08,8.22,12.218,2628.27,1.401,0.0,False,CPU
+8,🧠🔁,Neural Network,[LimiX (default)](https://arxiv.org/abs/2509.03505),➖,1460.0,+100/-66,0.439,16.44,6.0,11.286,4.3,0.584,0.0,False,GPU
+9,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1446.0,+89/-57,0.394,17.25,8.14,13.535,3159.9,0.646,0.0,False,GPU
+10,🧠⚡,Foundation Model,[TabPFNv2 (tuned)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1403.0,+84/-80,0.341,19.75,10.41,14.036,3361.32,0.527,0.0,False,GPU
+11,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1403.0,+103/-85,0.381,19.77,6.66,12.433,6883.9,405.331,0.0,False,GPU
+12,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1392.0,+106/-73,0.335,20.42,9.82,14.604,2899.02,1.461,0.0,False,GPU
+13,🧠⚡,Foundation Model,[TabICL (default)](https://arxiv.org/abs/2502.05564),✔️,1390.0,+84/-96,0.354,20.52,6.2,13.131,9.07,2.008,0.0,False,GPU
+14,🧠⚡,Foundation Model,[BetaTabPFN (default)](https://arxiv.org/abs/2502.02527),➖,1377.0,+96/-83,0.298,21.31,12.92,16.382,303.47,2.098,0.0,False,GPU
+15,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1360.0,+81/-99,0.341,22.42,6.69,13.867,6883.9,39.606,0.0,False,GPU
+16,🧠⚡,Foundation Model,[TabPFNv2 (default)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1345.0,+83/-90,0.316,23.35,7.94,15.148,4.28,0.511,0.0,False,GPU
+17,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1345.0,+53/-41,0.192,23.37,19.01,16.138,691.46,1.455,0.0,False,CPU
+18,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1336.0,+73/-88,0.265,23.88,10.86,15.115,6020.89,0.454,0.0,False,GPU
+19,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1330.0,+102/-70,0.27,24.33,14.64,15.756,2899.02,0.171,0.0,False,GPU
+20,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1326.0,+85/-72,0.213,24.52,16.47,16.007,1394.45,0.618,0.0,False,CPU
+21,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1308.0,+69/-57,0.182,25.71,19.95,17.318,785.9,1.281,0.0,False,CPU
+22,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1306.0,+76/-53,0.169,25.83,18.07,16.868,5.74,0.139,0.0,False,CPU
+23,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1305.0,+73/-64,0.185,25.92,15.16,17.587,2399.23,0.565,0.0,False,CPU
+24,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1300.0,+79/-73,0.2,26.27,18.27,16.877,1053.72,1.872,0.0,False,GPU
+25,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1297.0,+91/-84,0.239,26.42,17.12,17.031,6020.89,8.478,0.0,False,GPU
+26,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1293.0,+74/-51,0.173,26.69,21.51,16.785,1394.45,0.053,0.0,False,CPU
+27,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1290.0,+72/-60,0.166,26.88,12.61,17.51,785.9,0.213,0.0,False,CPU
+28,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1288.0,+71/-52,0.163,27.0,21.23,17.102,691.46,0.264,0.0,False,CPU
+29,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1285.0,+102/-73,0.23,27.19,16.18,18.07,11.6,0.148,0.0,False,GPU
+30,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1284.0,+83/-65,0.17,27.27,16.3,17.108,12.75,3.502,0.0,False,GPU
+31,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1257.0,+98/-127,0.259,29.04,8.67,16.756,51.52,40.126,0.0,False,GPU
+32,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1254.0,+90/-93,0.139,29.23,12.47,18.783,7.41,0.052,0.0,False,CPU
+33,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1254.0,+60/-73,0.136,29.27,13.11,18.357,2399.23,0.061,0.0,False,CPU
+34,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1253.0,+73/-74,0.169,29.31,21.75,17.668,2792.14,2.175,0.0,False,CPU
+35,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1234.0,+85/-76,0.126,30.56,21.73,18.071,1053.72,0.103,0.0,False,GPU
+36,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1221.0,+93/-108,0.17,31.37,19.9,20.456,1350.04,6.57,0.0,False,CPU
+37,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1191.0,+72/-113,0.109,33.29,12.56,21.041,13.67,0.339,0.0,False,GPU
+38,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1183.0,+80/-82,0.119,33.81,26.42,19.614,2792.14,0.133,0.0,False,CPU
+39,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1160.0,+84/-81,0.086,35.21,27.55,22.147,378.34,1.373,0.0,False,CPU
+40,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1154.0,+96/-109,0.126,35.58,21.37,21.966,1350.04,0.613,0.0,False,CPU
+41,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1137.0,+91/-92,0.107,36.62,19.58,22.595,378.34,0.154,0.0,False,CPU
+42,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1128.0,+60/-59,0.033,37.19,33.98,21.116,2.66,0.17,0.0,False,CPU
+43,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1118.0,+107/-106,0.078,37.77,26.65,23.308,527.27,1.155,0.0,False,CPU
+44,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1103.0,+69/-69,0.047,38.63,34.62,21.73,3.01,0.177,0.0,False,CPU
+45,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1079.0,+91/-89,0.045,40.04,32.03,24.138,527.27,0.128,0.0,False,CPU
+46,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),➖,1029.0,+86/-152,0.069,42.69,32.05,28.036,2.28,0.454,0.0,False,GPU
+47,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1013.0,+91/-94,0.036,43.5,36.97,26.238,8.93,0.172,0.0,False,CPU
+48,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+86/-108,0.027,44.15,31.42,28.762,0.44,0.065,0.0,False,CPU
+49,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,999.0,+93/-122,0.051,44.19,38.38,26.76,5.0,0.753,0.0,False,GPU
+50,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,990.0,+94/-109,0.031,44.62,40.08,25.606,4.68,0.547,0.0,False,CPU
+51,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,959.0,+80/-107,0.009,46.04,43.24,29.843,118.4,1.479,0.0,False,CPU
+52,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,956.0,+94/-99,0.038,46.17,16.98,31.197,429.17,0.495,0.0,False,CPU
+53,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,946.0,+87/-146,0.02,46.62,41.57,30.28,0.36,0.068,0.0,False,CPU
+54,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,930.0,+99/-111,0.032,47.27,25.54,31.807,429.17,0.081,0.0,False,CPU
+55,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,897.0,+108/-120,0.015,48.58,43.99,34.214,2.16,0.129,0.0,False,CPU
+56,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,766.0,+80/-151,0.0,52.58,51.76,37.314,118.4,0.082,0.0,False,CPU
+57,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,576.0,+118/-291,0.0,56.08,55.73,49.46,0.27,0.024,0.0,False,CPU
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+#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
+0,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1724.0,+707/-194,0.796,6.0,1.66,1.808,2793.65,8.93,0.0,False,GPU
+1,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1666.0,+231/-99,0.72,7.62,5.34,11.082,1008.06,9.121,0.0,False,GPU
+2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1657.0,+269/-152,0.675,7.94,4.58,9.911,2793.65,1.513,0.0,False,GPU
+3,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1523.0,+311/-140,0.527,13.31,5.61,10.367,9.88,0.825,0.0,False,GPU
+4,🧠🔁,Neural Network,[LimiX (default) [12.50% IMPUTED]](https://arxiv.org/abs/2509.03505),➖,1492.0,+207/-87,0.456,14.81,8.07,12.322,5.93,0.989,12.5,True,GPU
+5,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1470.0,+196/-107,0.496,16.0,4.26,14.071,5546.65,3.268,0.0,False,CPU
+6,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1432.0,+176/-88,0.359,18.12,14.73,15.024,3307.58,1.182,0.0,False,CPU
+7,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1430.0,+204/-111,0.401,18.25,5.67,15.484,4334.8,21.159,0.0,False,GPU
+8,🧠⚡,Foundation Model,[TabPFNv2 (tuned + ensembled) [25.00% IMPUTED]](https://www.nature.com/articles/s41586-024-08328-6),✔️,1425.0,+318/-180,0.447,18.5,6.69,18.166,2584.13,12.372,25.0,True,GPU
+9,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1421.0,+173/-68,0.336,18.75,15.39,15.552,3307.58,0.14,0.0,False,CPU
+10,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1410.0,+136/-93,0.316,19.38,13.27,16.245,1280.01,4.078,0.0,False,CPU
+11,🧠🔁,Neural Network,[Mitra (default) [25.00% IMPUTED]](https://arxiv.org/abs/2510.21204),✔️,1410.0,+215/-171,0.384,19.38,13.23,18.908,159.43,3.545,25.0,True,GPU
+12,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1400.0,+134/-112,0.32,20.0,13.04,16.321,1280.01,1.051,0.0,False,CPU
+13,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1398.0,+193/-119,0.354,20.12,15.39,15.962,4334.8,3.529,0.0,False,GPU
+14,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1389.0,+142/-108,0.32,20.62,13.94,18.699,5568.31,1.781,0.0,False,GPU
+15,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1385.0,+215/-130,0.374,20.88,11.34,19.449,9411.86,344.009,0.0,False,GPU
+16,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1375.0,+148/-106,0.317,21.5,12.59,19.038,5568.31,0.372,0.0,False,GPU
+17,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1347.0,+112/-85,0.219,23.25,21.3,16.949,2029.77,4.113,0.0,False,CPU
+18,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1347.0,+193/-161,0.296,23.25,9.4,19.369,2079.21,3.347,0.0,False,GPU
+19,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1345.0,+124/-90,0.234,23.38,21.0,16.708,2029.77,1.04,0.0,False,CPU
+20,🧠⚡,Foundation Model,[TabPFNv2 (default) [25.00% IMPUTED]](https://www.nature.com/articles/s41586-024-08328-6),✔️,1341.0,+193/-143,0.291,23.62,11.54,18.203,5.48,0.354,25.0,True,GPU
+21,🧠⚡,Foundation Model,[TabPFNv2 (tuned) [25.00% IMPUTED]](https://www.nature.com/articles/s41586-024-08328-6),✔️,1330.0,+214/-150,0.28,24.38,13.89,19.679,2584.13,0.408,25.0,True,GPU
+22,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1325.0,+143/-104,0.225,24.69,20.75,18.145,6684.65,9.59,0.0,False,GPU
+23,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1303.0,+157/-112,0.184,26.06,21.31,18.488,6684.65,0.752,0.0,False,GPU
+24,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1302.0,+213/-134,0.302,26.12,6.19,20.809,9411.86,39.507,0.0,False,GPU
+25,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1287.0,+146/-134,0.185,27.12,16.25,20.217,27108.48,0.742,0.0,False,CPU
+26,🧠⚡,Foundation Model,[TabICL (default) [12.50% IMPUTED]](https://arxiv.org/abs/2502.05564),✔️,1284.0,+236/-185,0.269,27.31,8.56,23.291,11.51,1.948,12.5,True,GPU
+27,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1283.0,+144/-138,0.227,27.38,15.88,22.14,17.09,0.145,0.0,False,GPU
+28,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1282.0,+193/-166,0.24,27.44,14.07,21.612,728.32,2.441,0.0,False,CPU
+29,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1277.0,+114/-76,0.153,27.75,24.97,18.577,43.1,0.254,0.0,False,CPU
+30,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1275.0,+224/-214,0.266,27.88,14.24,20.771,729.17,1.833,0.0,False,CPU
+31,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1269.0,+242/-179,0.234,28.25,6.12,20.994,2079.21,0.319,0.0,False,GPU
+32,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1256.0,+205/-148,0.211,29.06,14.14,21.742,728.32,0.356,0.0,False,CPU
+33,🧠⚡,Foundation Model,[BetaTabPFN (default)](https://arxiv.org/abs/2502.02527),➖,1251.0,+123/-146,0.187,29.38,22.35,21.941,283.57,4.104,0.0,False,GPU
+34,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1241.0,+123/-109,0.132,30.0,27.09,21.705,3646.83,2.162,0.0,False,CPU
+35,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1228.0,+122/-158,0.169,30.88,24.3,21.727,27108.48,0.066,0.0,False,CPU
+36,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1216.0,+122/-136,0.139,31.62,28.2,22.231,17.86,0.099,0.0,False,CPU
+37,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1206.0,+148/-164,0.126,32.25,21.47,23.531,3646.83,0.194,0.0,False,CPU
+38,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1200.0,+198/-186,0.191,32.62,20.2,22.297,729.17,0.325,0.0,False,CPU
+39,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1190.0,+204/-185,0.168,33.25,21.78,25.651,2721.87,12.593,0.0,False,CPU
+40,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1184.0,+252/-168,0.213,33.62,10.77,24.06,46.36,39.812,0.0,False,GPU
+41,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1178.0,+130/-119,0.07,34.0,30.54,20.547,4.93,0.592,0.0,False,CPU
+42,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1176.0,+155/-160,0.13,34.12,26.02,22.982,5.12,0.444,0.0,False,CPU
+43,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1112.0,+125/-146,0.066,37.88,33.48,25.251,19.12,6.922,0.0,False,GPU
+44,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1101.0,+125/-156,0.022,38.5,35.99,27.29,17.24,0.565,0.0,False,GPU
+45,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1089.0,+164/-171,0.085,39.12,30.54,27.296,2721.87,1.083,0.0,False,CPU
+46,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,1085.0,+163/-237,0.058,39.38,33.84,29.013,8.99,1.372,0.0,False,GPU
+47,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,1013.0,+264/-406,0.128,43.0,27.42,38.476,155.52,2.046,0.0,False,CPU
+48,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+99/-219,0.0,43.62,41.77,35.562,0.74,0.148,0.0,False,CPU
+49,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,972.0,+107/-162,0.0,44.88,43.55,30.565,14.37,0.363,0.0,False,CPU
+50,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,929.0,+156/-270,0.024,46.62,42.92,34.532,8.37,0.659,0.0,False,CPU
+51,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,908.0,+73/-232,0.0,47.44,46.53,41.326,909.67,0.609,0.0,False,CPU
+52,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,890.0,+83/-217,0.0,48.06,47.0,42.282,909.67,0.107,0.0,False,CPU
+53,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,885.0,+164/-240,0.003,48.25,45.44,40.712,0.76,0.153,0.0,False,CPU
+54,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,780.0,+283/-1302,0.071,51.38,42.87,50.559,155.52,0.191,0.0,False,CPU
+55,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),➖,765.0,+104/-224,0.0,51.75,51.44,41.42,4.67,0.855,0.0,False,GPU
+56,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,698.0,+93/-331,0.0,53.25,52.96,48.104,4.62,0.135,0.0,False,CPU
+57,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,-283.0,+165/-1047,0.0,58.0,58.0,70.927,0.52,0.075,0.0,False,CPU
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+#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
+0,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,25228.0,+0/-0,1.0,1.0,1.0,0.0,134.59,8.308,0.0,False,GPU
+1,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,23917.0,+0/-0,0.934,2.0,2.0,1.729,276.98,4.897,0.0,False,CPU
+2,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,22310.0,+0/-0,0.915,3.0,3.0,2.208,276.84,3.303,0.0,False,GPU
+3,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,20483.0,+0/-0,0.883,4.0,4.0,3.024,134.59,2.819,0.0,False,GPU
+4,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,19432.0,+0/-0,0.576,5.0,5.0,10.141,7855.1,0.565,0.0,False,CPU
+5,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,18258.0,+0/-0,0.572,6.0,6.0,10.238,61.47,0.154,0.0,False,CPU
+6,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,17510.0,+0/-0,0.569,7.0,7.0,10.303,157.4,4.579,0.0,False,CPU
+7,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,16643.0,+0/-0,0.567,8.0,8.0,10.333,157.4,0.401,0.0,False,CPU
+8,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,15885.0,+0/-0,0.551,9.0,9.0,10.67,61.47,0.015,0.0,False,CPU
+9,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,15137.0,+0/-0,0.525,10.0,10.0,11.231,2687.46,0.361,0.0,False,CPU
+10,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,14345.0,+0/-0,0.522,11.0,11.0,11.295,7855.1,0.048,0.0,False,CPU
+11,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,13528.0,+0/-0,0.517,12.0,12.0,11.389,2687.46,0.793,0.0,False,CPU
+12,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,12768.0,+0/-0,0.515,13.0,13.0,11.441,456.33,1.171,0.0,False,CPU
+13,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,12036.0,+0/-0,0.501,14.0,14.0,11.722,456.33,0.047,0.0,False,CPU
+14,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,11311.0,+0/-0,0.501,15.0,15.0,11.722,0.32,0.047,0.0,False,CPU
+15,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,10518.0,+0/-0,0.432,16.0,16.0,13.143,8.22,0.049,0.0,False,CPU
+16,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,9807.0,+0/-0,0.42,17.0,17.0,13.383,4378.82,25.595,0.0,False,GPU
+17,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,9111.0,+0/-0,0.387,18.0,18.0,14.026,20.73,0.079,0.0,False,CPU
+18,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,8390.0,+0/-0,0.386,19.0,19.0,14.047,4378.82,2.216,0.0,False,GPU
+19,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,7635.0,+0/-0,0.356,20.0,20.0,14.639,1.48,0.535,0.0,False,GPU
+20,🧠⚡,Foundation Model,[TabICL (default)](https://arxiv.org/abs/2502.05564),✔️,6953.0,+0/-0,0.292,21.0,21.0,15.857,2.79,1.057,0.0,False,GPU
+21,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,6264.0,+0/-0,0.249,22.0,22.0,16.662,20.88,0.359,0.0,False,CPU
+22,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,5562.0,+0/-0,0.111,23.0,23.0,19.143,20.88,0.026,0.0,False,CPU
+23,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,5007.0,+0/-0,0.059,24.0,24.0,20.028,4390.96,275.957,0.0,False,GPU
+24,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,4306.0,+0/-0,0.024,25.0,25.0,20.621,2341.91,0.027,0.0,False,CPU
+25,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,3678.0,+0/-0,0.004,26.0,26.0,20.955,14.53,1.747,0.0,False,GPU
+26,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,3004.0,+0/-0,0.0,27.0,27.0,21.025,2341.91,0.172,0.0,False,CPU
+27,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,2329.0,+0/-0,0.0,28.0,28.0,21.961,1993.57,0.469,0.0,False,GPU
+28,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1701.0,+0/-0,0.0,29.0,29.0,22.049,1993.57,0.055,0.0,False,GPU
+29,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+0/-0,0.0,30.0,30.0,24.001,0.18,0.007,0.0,False,CPU
+30,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,445.0,+0/-0,0.0,31.0,31.0,24.06,4390.96,38.525,0.0,False,GPU
+31,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,-256.0,+0/-0,0.0,32.0,32.0,24.187,41.21,39.406,0.0,False,GPU
+32,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,-946.0,+0/-0,0.0,33.0,33.0,24.591,1322.48,0.546,0.0,False,GPU
+33,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,-1628.0,+0/-0,0.0,34.0,34.0,25.183,1322.48,0.055,0.0,False,GPU
+34,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,-2382.0,+0/-0,0.0,35.0,35.0,26.439,0.21,0.047,0.0,False,CPU
+35,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,-3104.0,+0/-0,0.0,36.0,36.0,29.215,2009.11,3.767,0.0,False,GPU
+36,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,-3800.0,+0/-0,0.0,37.0,37.0,30.84,2009.11,0.974,0.0,False,GPU
+37,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,-4511.0,+0/-0,0.0,38.0,38.0,31.796,6.84,0.09,0.0,False,GPU
+38,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,-5304.0,+0/-0,0.0,39.0,39.0,31.813,3.34,0.028,0.0,False,CPU
+39,🧠⚡,Foundation Model,[BetaTabPFN (default)](https://arxiv.org/abs/2502.02527),➖,-6029.0,+0/-0,0.0,40.0,40.0,34.136,66.06,1.783,0.0,False,GPU
+40,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,-6760.0,+0/-0,0.0,41.0,41.0,38.819,6.51,0.162,0.0,False,GPU
+41,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,-7521.0,+0/-0,0.0,42.0,42.0,41.321,553.48,0.174,0.0,False,CPU
+42,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,-8338.0,+0/-0,0.0,43.0,43.0,42.976,553.48,1.636,0.0,False,CPU
+43,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,-9130.0,+0/-0,0.0,44.0,44.0,50.562,0.08,0.017,0.0,False,CPU
+44,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,-9878.0,+0/-0,0.0,45.0,45.0,52.296,2.73,0.083,0.0,False,CPU
+45,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,-10636.0,+0/-0,0.0,46.0,46.0,52.871,30.19,0.134,0.0,False,CPU
+46,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,-11503.0,+0/-0,0.0,47.0,47.0,55.965,30.19,0.017,0.0,False,CPU
+47,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,-12250.0,+0/-0,0.0,48.0,48.0,56.26,0.13,0.015,0.0,False,CPU
+48,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,-13425.0,+0/-0,0.0,49.0,49.0,57.211,76.41,2.853,0.0,False,CPU
+49,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,-14476.0,+0/-0,0.0,50.0,50.0,57.769,3.14,0.921,0.0,False,GPU
+50,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),➖,-16303.0,+0/-0,0.0,51.0,51.0,57.822,0.11,0.023,0.0,False,GPU
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+#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
+0,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1738.0,+465/-200,0.767,6.71,1.83,2.066,2837.96,9.546,0.0,False,GPU
+1,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1688.0,+223/-89,0.691,8.29,6.0,12.349,1060.41,10.928,0.0,False,GPU
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+4,🧠🔁,Neural Network,[LimiX (default)](https://arxiv.org/abs/2509.03505),➖,1583.0,+198/-94,0.521,12.43,7.3,10.653,6.19,1.301,0.0,False,GPU
+5,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1521.0,+248/-121,0.458,15.43,5.06,14.183,4655.15,21.791,0.0,False,GPU
+6,🧠⚡,Foundation Model,[TabPFNv2 (tuned + ensembled) [14.29% IMPUTED]](https://www.nature.com/articles/s41586-024-08328-6),✔️,1509.0,+372/-201,0.511,16.07,5.99,17.32,2969.66,17.821,14.29,True,GPU
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+8,🧠🔁,Neural Network,[Mitra (default) [14.29% IMPUTED]](https://arxiv.org/abs/2510.21204),✔️,1481.0,+229/-184,0.439,17.64,12.22,18.18,202.6,4.622,14.29,True,GPU
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+10,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1457.0,+221/-107,0.329,19.0,15.22,15.543,3375.11,1.208,0.0,False,CPU
+11,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1447.0,+150/-114,0.357,19.57,13.01,18.233,5729.39,1.817,0.0,False,GPU
+12,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1440.0,+174/-63,0.302,20.0,16.67,16.169,3375.11,0.132,0.0,False,CPU
+13,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1433.0,+218/-186,0.404,20.43,10.55,19.367,10182.26,399.569,0.0,False,GPU
+14,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1433.0,+163/-119,0.354,20.43,11.64,18.608,5729.39,0.373,0.0,False,GPU
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+16,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1421.0,+193/-93,0.273,21.14,15.22,17.093,1394.84,3.578,0.0,False,CPU
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+20,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1363.0,+102/-64,0.169,24.71,23.44,17.736,2342.58,5.131,0.0,False,CPU
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+22,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1359.0,+245/-202,0.345,25.0,5.55,20.345,10182.26,40.124,0.0,False,GPU
+23,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1357.0,+188/-136,0.26,25.14,14.57,20.76,19.13,0.146,0.0,False,GPU
+24,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1347.0,+159/-119,0.188,25.79,21.43,18.825,6994.17,9.554,0.0,False,GPU
+25,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1339.0,+191/-199,0.267,26.29,5.46,19.587,2149.3,0.147,0.0,False,GPU
+26,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1326.0,+160/-143,0.145,27.07,21.69,19.122,6994.17,0.583,0.0,False,GPU
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+28,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1308.0,+189/-237,0.227,28.21,13.38,22.319,772.2,2.495,0.0,False,CPU
+29,🧠⚡,Foundation Model,[TabICL (default) [14.29% IMPUTED]](https://arxiv.org/abs/2502.05564),✔️,1308.0,+256/-194,0.254,28.21,7.89,24.353,11.7,2.132,14.29,True,GPU
+30,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1289.0,+122/-76,0.104,29.43,27.14,19.353,57.99,0.317,0.0,False,CPU
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+33,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1273.0,+139/-119,0.135,30.43,27.11,21.802,3833.57,2.294,0.0,False,CPU
+34,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1264.0,+194/-273,0.215,31.0,17.71,22.276,731.01,2.021,0.0,False,CPU
+35,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1262.0,+252/-221,0.192,31.14,20.2,23.176,2750.22,13.569,0.0,False,CPU
+36,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1230.0,+249/-225,0.244,33.14,9.78,24.042,51.52,40.219,0.0,False,GPU
+37,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1228.0,+182/-165,0.125,33.29,21.05,23.947,3833.57,0.22,0.0,False,CPU
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+40,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1221.0,+124/-126,0.111,33.71,29.37,23.217,44054.5,0.068,0.0,False,CPU
+41,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1183.0,+134/-218,0.132,36.0,24.57,23.958,731.01,0.334,0.0,False,CPU
+42,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1170.0,+54/-72,0.0,36.71,35.84,21.807,5.38,0.624,0.0,False,CPU
+43,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1170.0,+140/-177,0.076,36.71,32.22,23.313,20.63,7.532,0.0,False,GPU
+44,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,1163.0,+150/-236,0.067,37.14,32.08,24.905,9.4,1.444,0.0,False,GPU
+45,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1148.0,+220/-223,0.097,38.0,29.08,25.292,2750.22,1.239,0.0,False,CPU
+46,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1106.0,+117/-141,0.008,40.29,38.08,28.196,19.64,0.478,0.0,False,GPU
+47,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,1084.0,+250/-449,0.146,41.43,25.62,35.799,180.38,1.24,0.0,False,CPU
+48,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1008.0,+129/-210,0.0,45.0,43.49,30.387,14.87,0.391,0.0,False,CPU
+49,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+105/-290,0.0,45.36,43.81,37.213,0.78,0.155,0.0,False,CPU
+50,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,981.0,+192/-316,0.028,46.14,42.07,31.994,8.78,0.688,0.0,False,CPU
+51,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,961.0,+74/-238,0.0,46.93,45.95,39.676,913.1,0.738,0.0,False,CPU
+52,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,946.0,+82/-283,0.0,47.5,46.37,40.327,913.1,0.13,0.0,False,CPU
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+54,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,853.0,+284/-1300,0.081,50.57,41.4,47.681,180.38,0.136,0.0,False,CPU
+55,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),➖,832.0,+80/-228,0.0,51.14,50.85,39.077,5.48,0.91,0.0,False,GPU
+56,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,736.0,+100/-302,0.0,53.29,52.96,46.939,4.65,0.14,0.0,False,CPU
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+#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
+0,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1997.0,+809/-100,0.875,3.17,1.58,2.191,2793.65,8.93,0.0,False,GPU
+1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1857.0,+337/-82,0.729,5.42,4.12,12.495,2793.65,1.02,0.0,False,GPU
+2,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1746.0,+356/-135,0.689,8.17,5.69,14.332,1295.16,14.354,0.0,False,GPU
+3,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1716.0,+553/-144,0.632,9.08,4.46,11.083,9.88,0.825,0.0,False,GPU
+4,🧠⚡,Foundation Model,[TabPFNv2 (tuned + ensembled)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1688.0,+378/-116,0.596,10.0,5.22,14.698,3561.2,34.413,0.0,False,GPU
+5,🧠🔁,Neural Network,[LimiX (default)](https://arxiv.org/abs/2509.03505),➖,1634.0,+358/-88,0.506,12.0,6.72,12.332,5.93,0.989,0.0,False,GPU
+6,🧠🔁,Neural Network,[Mitra (default)](https://arxiv.org/abs/2510.21204),✔️,1626.0,+204/-38,0.513,12.33,10.85,15.748,206.59,4.778,0.0,False,GPU
+7,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1622.0,+272/-96,0.534,12.5,4.43,16.24,4334.8,21.159,0.0,False,GPU
+8,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1583.0,+233/-63,0.472,14.17,12.85,16.59,4334.8,3.529,0.0,False,GPU
+9,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1522.0,+224/-109,0.384,17.0,14.03,17.857,3307.58,1.182,0.0,False,CPU
+10,🧠⚡,Foundation Model,[TabPFNv2 (tuned)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1506.0,+327/-108,0.373,17.83,11.35,16.716,3561.2,0.612,0.0,False,GPU
+11,🧠⚡,Foundation Model,[TabPFNv2 (default)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1502.0,+371/-116,0.388,18.0,9.36,14.808,5.48,0.434,0.0,False,GPU
+12,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1489.0,+378/-152,0.401,18.67,4.6,18.377,6700.69,3.268,0.0,False,CPU
+13,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1476.0,+201/-74,0.307,19.33,15.87,18.68,3307.58,0.108,0.0,False,CPU
+14,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1445.0,+344/-241,0.382,21.0,9.92,22.477,9411.86,433.416,0.0,False,GPU
+15,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1433.0,+268/-147,0.283,21.67,15.18,21.223,5568.31,1.781,0.0,False,GPU
+16,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1418.0,+175/-44,0.219,22.5,21.18,19.816,2029.77,1.073,0.0,False,CPU
+17,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1412.0,+142/-39,0.197,22.83,22.15,20.228,2029.77,6.631,0.0,False,CPU
+18,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1412.0,+262/-84,0.213,22.83,16.26,19.85,1280.01,5.479,0.0,False,CPU
+19,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1409.0,+244/-141,0.272,23.0,14.96,21.671,5568.31,0.372,0.0,False,GPU
+20,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1403.0,+285/-92,0.219,23.33,14.81,19.946,1280.01,1.143,0.0,False,CPU
+21,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1398.0,+205/-127,0.219,23.58,19.93,21.447,6829.34,7.818,0.0,False,GPU
+22,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1394.0,+268/-198,0.246,23.83,18.35,20.929,2059.45,3.769,0.0,False,GPU
+23,🧠⚡,Foundation Model,[TabICL (default)](https://arxiv.org/abs/2502.05564),✔️,1379.0,+437/-228,0.297,24.67,6.92,22.95,13.87,2.152,0.0,False,GPU
+24,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1375.0,+264/-171,0.169,24.92,20.15,21.793,6829.34,0.53,0.0,False,GPU
+25,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1356.0,+255/-176,0.229,26.0,13.94,24.08,17.09,0.145,0.0,False,GPU
+26,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1353.0,+340/-277,0.32,26.17,4.97,23.608,9411.86,42.924,0.0,False,GPU
+27,🧠⚡,Foundation Model,[BetaTabPFN (default)](https://arxiv.org/abs/2502.02527),➖,1319.0,+250/-164,0.191,28.17,20.83,23.403,410.08,4.104,0.0,False,GPU
+28,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1302.0,+373/-354,0.223,29.17,18.56,26.238,2721.87,14.595,0.0,False,CPU
+29,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1296.0,+161/-125,0.109,29.5,26.85,22.348,155.57,0.254,0.0,False,CPU
+30,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1278.0,+292/-226,0.145,30.5,21.21,22.852,2059.45,0.127,0.0,False,GPU
+31,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1270.0,+202/-155,0.115,31.0,23.64,25.058,27108.48,0.742,0.0,False,CPU
+32,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1264.0,+222/-200,0.119,31.33,27.49,25.243,4370.77,2.162,0.0,False,CPU
+33,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1246.0,+253/-279,0.12,32.33,25.27,26.005,728.32,2.548,0.0,False,CPU
+34,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1235.0,+397/-370,0.284,33.0,8.74,27.727,42.75,45.46,0.0,False,GPU
+35,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1217.0,+342/-353,0.148,34.0,18.85,25.893,729.17,2.154,0.0,False,CPU
+36,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1211.0,+276/-254,0.102,34.33,25.35,25.765,728.32,0.356,0.0,False,CPU
+37,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1190.0,+175/-206,0.075,35.5,30.79,26.917,27108.48,0.066,0.0,False,CPU
+38,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1190.0,+176/-212,0.088,35.5,30.85,25.981,19.2,6.922,0.0,False,GPU
+39,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1181.0,+89/-95,0.0,36.0,35.1,24.783,4.93,0.671,0.0,False,CPU
+40,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1181.0,+170/-206,0.035,36.0,34.18,27.166,11.78,0.099,0.0,False,CPU
+41,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1159.0,+197/-173,0.06,37.17,32.88,26.155,5.12,0.444,0.0,False,CPU
+42,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1156.0,+276/-281,0.113,37.33,27.67,28.736,2721.87,1.334,0.0,False,CPU
+43,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,1153.0,+228/-281,0.078,37.5,31.64,28.727,8.99,1.498,0.0,False,GPU
+44,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1146.0,+149/-137,0.006,37.83,36.17,27.899,4370.77,0.22,0.0,False,CPU
+45,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1137.0,+257/-308,0.097,38.33,25.06,27.785,729.17,0.337,0.0,False,CPU
+46,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1120.0,+154/-209,0.01,39.17,36.91,29.623,17.24,0.42,0.0,False,GPU
+47,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+143/-432,0.0,44.67,42.99,37.954,0.74,0.148,0.0,False,CPU
+48,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,979.0,+86/-362,0.0,45.5,44.67,38.521,909.67,0.893,0.0,False,CPU
+49,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,962.0,+100/-303,0.0,46.17,45.13,39.28,909.67,0.107,0.0,False,CPU
+50,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,962.0,+232/-508,0.032,46.17,41.47,34.491,8.37,0.685,0.0,False,CPU
+51,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,939.0,+300/-564,0.037,47.0,40.48,41.716,155.52,1.033,0.0,False,CPU
+52,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,934.0,+277/-430,0.004,47.17,43.75,39.387,0.76,0.153,0.0,False,CPU
+53,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,924.0,+96/-253,0.0,47.5,47.01,35.184,14.57,0.363,0.0,False,CPU
+54,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),➖,748.0,+71/-303,0.0,52.17,51.98,44.164,4.67,0.855,0.0,False,GPU
+55,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,723.0,+130/-462,0.0,52.67,52.34,44.545,4.62,0.135,0.0,False,CPU
+56,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,372.0,+132/-1205,0.0,56.33,56.29,55.52,155.52,0.12,0.0,False,CPU
+57,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,-548.0,+343/-1220,0.0,58.0,58.0,70.032,0.52,0.058,0.0,False,CPU
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diff --git a/data/imputation_yes/splits_lite/tasks_regression/datasets_all/website_leaderboard.csv b/data/imputation_yes/splits_lite/tasks_regression/datasets_all/website_leaderboard.csv
new file mode 100644
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+#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
+0,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1878.0,+277/-162,0.798,5.46,2.46,1.248,2043.44,8.369,0.0,False,GPU
+1,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1798.0,+204/-85,0.729,7.46,2.38,2.558,7125.58,336.907,0.0,False,GPU
+2,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1798.0,+115/-60,0.652,7.46,4.37,2.649,616.43,4.041,0.0,False,GPU
+3,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1761.0,+145/-59,0.677,8.54,4.62,3.061,7125.58,38.573,0.0,False,GPU
+4,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1751.0,+194/-142,0.672,8.85,3.38,2.186,2043.44,0.781,0.0,False,GPU
+5,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1695.0,+96/-70,0.535,10.77,5.86,4.784,1489.94,5.79,0.0,False,CPU
+6,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1692.0,+106/-54,0.573,10.85,8.82,4.256,4057.12,10.478,0.0,False,GPU
+7,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1642.0,+178/-151,0.535,12.77,7.33,3.66,6.94,0.519,0.0,False,GPU
+8,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1642.0,+150/-73,0.542,12.77,6.52,4.24,44.65,38.298,0.0,False,GPU
+9,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1608.0,+154/-138,0.501,14.15,5.57,6.753,3811.43,7.581,0.0,False,GPU
+10,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1566.0,+126/-126,0.43,16.0,11.47,5.413,4057.12,0.337,0.0,False,GPU
+11,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1560.0,+92/-63,0.332,16.31,13.64,7.383,686.46,5.477,0.0,False,CPU
+12,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1535.0,+82/-66,0.293,17.46,13.48,7.168,2895.38,1.317,0.0,False,CPU
+13,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1516.0,+109/-75,0.362,18.38,14.25,6.559,708.95,1.973,0.0,False,GPU
+14,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1506.0,+135/-95,0.314,18.85,15.04,5.831,4228.53,1.188,0.0,False,GPU
+15,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1498.0,+109/-88,0.272,19.23,10.75,7.292,2895.38,0.073,0.0,False,CPU
+16,🧠🔁,Neural Network,[LimiX (default)](https://arxiv.org/abs/2509.03505),➖,1481.0,+208/-182,0.407,20.08,5.06,13.045,5.49,0.754,0.0,False,GPU
+17,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1475.0,+108/-87,0.243,20.38,16.02,8.18,686.46,0.743,0.0,False,CPU
+18,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1464.0,+95/-64,0.268,20.92,17.27,7.123,708.95,0.069,0.0,False,GPU
+19,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1439.0,+58/-51,0.18,22.15,20.62,8.102,848.99,0.475,0.0,False,CPU
+20,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1437.0,+53/-46,0.181,22.23,21.12,8.118,848.99,2.378,0.0,False,CPU
+21,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1427.0,+106/-89,0.221,22.77,19.49,9.404,16.07,0.29,0.0,False,GPU
+22,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1412.0,+113/-82,0.201,23.54,20.78,6.664,4228.53,0.125,0.0,False,GPU
+23,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1404.0,+126/-138,0.265,23.92,14.23,9.279,3811.43,0.452,0.0,False,GPU
+24,🧠⚡,Foundation Model,[TabPFNv2 (tuned + ensembled) [46.15% IMPUTED]](https://www.nature.com/articles/s41586-024-08328-6),✔️,1403.0,+211/-142,0.322,23.96,5.75,6.396,3805.62,10.413,46.15,True,GPU
+25,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1398.0,+116/-125,0.188,24.23,19.58,9.254,8.35,0.087,0.0,False,CPU
+26,🧠🔁,Neural Network,[Mitra (default) [46.15% IMPUTED]](https://arxiv.org/abs/2510.21204),✔️,1350.0,+167/-112,0.214,26.69,12.3,8.579,70.97,1.59,46.15,True,GPU
+27,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1336.0,+123/-115,0.142,27.46,24.43,8.326,13.9,0.123,0.0,False,GPU
+28,🧠⚡,Foundation Model,[TabPFNv2 (tuned) [46.15% IMPUTED]](https://www.nature.com/articles/s41586-024-08328-6),✔️,1308.0,+180/-154,0.218,28.88,16.23,7.904,3805.62,0.262,46.15,True,GPU
+29,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1289.0,+126/-104,0.085,29.85,26.13,10.165,9.17,1.416,0.0,False,GPU
+30,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1281.0,+113/-112,0.103,30.23,25.29,12.346,161.73,0.784,0.0,False,CPU
+31,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1277.0,+89/-103,0.071,30.46,27.55,9.496,4452.11,0.852,0.0,False,CPU
+32,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1261.0,+114/-110,0.116,31.23,25.13,12.658,161.73,0.12,0.0,False,CPU
+33,🧠⚡,Foundation Model,[TabPFNv2 (default) [46.15% IMPUTED]](https://www.nature.com/articles/s41586-024-08328-6),✔️,1256.0,+184/-178,0.19,31.46,19.12,9.06,2.78,0.315,46.15,True,GPU
+34,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,1234.0,+173/-152,0.084,32.54,14.85,12.992,2.47,0.755,0.0,False,GPU
+35,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1221.0,+114/-126,0.054,33.15,29.53,10.114,4452.11,0.089,0.0,False,CPU
+36,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1220.0,+72/-95,0.031,33.23,31.93,10.993,2.03,0.296,0.0,False,CPU
+37,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1191.0,+94/-114,0.062,34.62,31.76,11.709,2.15,0.18,0.0,False,CPU
+38,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1186.0,+155/-179,0.118,34.85,23.77,13.499,3017.28,0.248,0.0,False,CPU
+39,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1179.0,+69/-87,0.016,35.15,33.41,13.32,526.17,0.77,0.0,False,CPU
+40,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1144.0,+148/-191,0.118,36.77,19.83,14.059,3017.28,0.027,0.0,False,CPU
+41,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1134.0,+88/-107,0.015,37.19,35.35,14.071,526.17,0.119,0.0,False,CPU
+42,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1113.0,+101/-107,0.023,38.08,35.85,14.254,0.42,0.061,0.0,False,CPU
+43,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1069.0,+83/-106,0.004,39.85,38.7,14.361,527.21,2.831,0.0,False,CPU
+44,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1042.0,+93/-142,0.0,40.85,39.11,14.199,20.5,0.081,0.0,False,CPU
+45,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1030.0,+109/-172,0.05,41.31,38.59,15.156,10.04,0.03,0.0,False,CPU
+46,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1026.0,+102/-118,0.0,41.46,40.27,14.845,527.21,0.311,0.0,False,CPU
+47,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+66/-87,0.0,42.35,41.83,15.385,0.63,0.064,0.0,False,CPU
+48,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,881.0,+101/-164,0.0,45.85,45.08,18.896,3.08,0.293,0.0,False,CPU
+49,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,859.0,+134/-176,0.0,46.38,45.51,20.364,90.87,0.906,0.0,False,CPU
+50,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,705.0,+107/-204,0.0,49.38,49.19,22.511,90.87,0.055,0.0,False,CPU
+51,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,571.0,+216/-360,0.0,51.15,50.64,29.184,0.25,0.044,0.0,False,CPU
+52,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,425.0,+111/-304,0.0,52.58,52.52,36.25,177.04,0.14,0.0,False,CPU
+53,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,338.0,+142/-400,0.0,53.27,53.2,36.435,177.04,0.059,0.0,False,CPU
+54,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,187.0,+134/-333,0.0,54.23,54.22,38.891,0.88,0.109,0.0,False,CPU
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+#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
+0,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,2061.0,+1014/-71,0.832,4.4,3.24,1.163,739.1,11.65,0.0,False,GPU
+1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,2027.0,+1086/-121,0.835,5.0,2.74,1.262,739.1,0.689,0.0,False,GPU
+2,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1950.0,+850/-36,0.699,6.6,5.71,2.284,2552.28,4.522,0.0,False,GPU
+3,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1916.0,+658/-8,0.655,7.4,3.4,3.209,474.94,11.837,0.0,False,CPU
+4,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1885.0,+615/-13,0.612,8.2,6.09,3.513,400.37,2.16,0.0,False,GPU
+5,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1870.0,+930/-101,0.637,8.6,6.91,2.851,2068.17,1.355,0.0,False,GPU
+6,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1822.0,+1355/-177,0.687,10.0,2.25,2.083,4529.88,357.209,0.0,False,GPU
+7,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1790.0,+1289/-174,0.65,11.0,4.14,2.39,4529.88,39.544,0.0,False,GPU
+8,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1783.0,+1058/-258,0.548,11.2,6.42,2.625,1.59,0.506,0.0,False,GPU
+9,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1688.0,+928/-198,0.485,14.4,10.08,4.112,2068.17,0.068,0.0,False,GPU
+10,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1677.0,+780/-243,0.471,14.8,11.42,4.058,2552.28,0.201,0.0,False,GPU
+11,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1677.0,+503/-139,0.377,14.8,11.88,5.836,223.05,9.707,0.0,False,CPU
+12,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1671.0,+1088/-218,0.526,15.0,6.19,3.203,41.5,38.298,0.0,False,GPU
+13,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1660.0,+548/-97,0.349,15.4,12.03,6.007,223.05,0.793,0.0,False,CPU
+14,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1649.0,+524/-91,0.418,15.8,13.49,4.481,438.55,0.52,0.0,False,GPU
+15,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1644.0,+510/-102,0.3,16.0,10.62,6.235,1696.82,0.538,0.0,False,CPU
+16,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1617.0,+754/-226,0.336,17.0,12.43,5.187,3456.17,0.611,0.0,False,GPU
+17,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1590.0,+500/-169,0.28,18.0,7.25,6.475,1696.82,0.055,0.0,False,CPU
+18,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1559.0,+428/-97,0.253,19.2,17.73,5.477,438.55,0.035,0.0,False,GPU
+19,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1553.0,+728/-163,0.287,19.4,16.95,5.3,6.87,0.098,0.0,False,GPU
+20,🧠🔁,Neural Network,[LimiX (default)](https://arxiv.org/abs/2509.03505),➖,1537.0,+750/-208,0.306,20.0,4.21,4.7,2.07,0.754,0.0,False,GPU
+21,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1521.0,+561/-275,0.27,20.6,16.66,7.061,4.99,0.047,0.0,False,CPU
+22,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1505.0,+528/-187,0.183,21.2,19.63,6.188,3456.17,0.037,0.0,False,GPU
+23,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1494.0,+356/-58,0.189,21.6,20.89,6.853,289.35,1.798,0.0,False,CPU
+24,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1484.0,+386/-70,0.181,22.0,21.09,6.921,289.35,0.36,0.0,False,CPU
+25,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1435.0,+648/-216,0.129,23.8,21.42,7.402,5.37,0.025,0.0,False,GPU
+26,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1353.0,+354/-228,0.137,26.8,24.63,8.025,0.57,0.074,0.0,False,CPU
+27,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,1302.0,+357/-139,0.002,28.6,27.72,8.909,2.32,0.093,0.0,False,GPU
+28,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1297.0,+375/-186,0.018,28.8,28.08,8.225,0.66,0.213,0.0,False,CPU
+29,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1274.0,+225/-245,0.064,29.6,27.65,8.161,4108.24,0.479,0.0,False,CPU
+30,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1250.0,+508/-284,0.028,30.4,28.51,9.603,6.54,0.284,0.0,False,GPU
+31,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1221.0,+204/-296,0.029,31.4,29.47,9.253,4108.24,0.037,0.0,False,CPU
+32,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1172.0,+353/-451,0.023,33.0,31.22,10.288,35.47,0.502,0.0,False,CPU
+33,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1147.0,+417/-890,0.144,33.8,25.8,13.625,1820.58,0.133,0.0,False,CPU
+34,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1140.0,+314/-411,0.006,34.0,32.83,10.454,35.47,0.054,0.0,False,CPU
+35,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1134.0,+107/-401,0.0,34.2,33.96,10.053,79.96,0.571,0.0,False,CPU
+36,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1124.0,+128/-390,0.0,34.5,34.09,10.217,79.96,0.053,0.0,False,CPU
+37,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1061.0,+165/-350,0.0,36.4,35.28,13.469,14.05,0.029,0.0,False,CPU
+38,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1033.0,+387/-674,0.006,37.2,35.12,12.12,0.18,0.054,0.0,False,CPU
+39,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1026.0,+316/-953,0.1,37.4,34.8,14.242,1820.58,0.012,0.0,False,CPU
+40,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+78/-318,0.0,38.1,37.96,11.35,0.42,0.053,0.0,False,CPU
+41,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,996.0,+363/-1057,0.12,38.2,34.58,14.681,3.47,0.01,0.0,False,CPU
+42,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,871.0,+51/-752,0.0,41.2,40.95,14.269,317.48,0.719,0.0,False,CPU
+43,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,842.0,+43/-769,0.0,41.8,41.54,14.827,317.48,0.127,0.0,False,CPU
+44,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,800.0,+94/-889,0.0,42.6,42.42,18.666,142.18,1.027,0.0,False,CPU
+45,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,662.0,+74/-902,0.0,44.8,44.73,21.083,142.18,0.057,0.0,False,CPU
+46,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,662.0,+107/-831,0.0,44.8,44.56,18.199,1.33,0.126,0.0,False,CPU
+47,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,361.0,+132/-1452,0.0,47.6,47.49,28.294,0.06,0.036,0.0,False,CPU
+48,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,145.0,+92/-1782,0.0,48.8,48.8,39.482,48.35,0.054,0.0,False,CPU
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+#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
+0,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1891.0,+265/-104,0.738,5.88,2.47,2.855,9830.47,232.266,0.0,False,GPU
+1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1880.0,+464/-211,0.767,6.12,2.14,1.301,2355.62,7.55,0.0,False,GPU
+2,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1846.0,+282/-80,0.656,7.0,3.72,2.109,716.17,4.181,0.0,False,GPU
+3,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1846.0,+180/-36,0.674,7.0,4.99,3.48,9830.47,22.221,0.0,False,GPU
+4,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1713.0,+345/-190,0.561,11.25,3.97,2.764,2355.62,0.879,0.0,False,GPU
+5,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1710.0,+158/-52,0.533,11.38,6.74,4.888,51.27,43.085,0.0,False,GPU
+6,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1687.0,+130/-51,0.512,12.25,10.65,5.134,4918.07,35.607,0.0,False,GPU
+7,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1672.0,+142/-65,0.442,12.88,10.65,5.768,4919.72,5.372,0.0,False,CPU
+8,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1651.0,+309/-190,0.51,13.75,8.04,4.306,8.24,0.532,0.0,False,GPU
+9,🧠⚡,Foundation Model,[TabPFNv2 (tuned + ensembled) [12.50% IMPUTED]](https://www.nature.com/articles/s41586-024-08328-6),✔️,1644.0,+544/-239,0.523,14.06,3.75,3.301,6437.34,56.116,12.5,True,GPU
+10,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1577.0,+165/-113,0.381,17.0,12.55,6.226,4918.07,0.949,0.0,False,GPU
+11,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1572.0,+116/-77,0.272,17.25,15.04,8.35,1206.7,4.573,0.0,False,CPU
+12,🧠🔁,Neural Network,[Mitra (default) [12.50% IMPUTED]](https://arxiv.org/abs/2510.21204),✔️,1552.0,+246/-167,0.348,18.19,8.58,6.847,94.13,2.176,12.5,True,GPU
+13,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1548.0,+124/-62,0.252,18.38,16.21,7.752,3495.99,1.462,0.0,False,CPU
+14,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1538.0,+206/-133,0.358,18.88,5.49,9.546,9006.35,8.016,0.0,False,GPU
+15,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1515.0,+188/-91,0.233,20.0,15.41,7.803,3495.99,0.148,0.0,False,CPU
+16,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1515.0,+141/-90,0.291,20.0,14.78,7.857,1672.82,2.447,0.0,False,GPU
+17,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1515.0,+153/-109,0.277,20.0,17.31,6.233,4322.16,1.598,0.0,False,GPU
+18,🧠🔁,Neural Network,[LimiX (default)](https://arxiv.org/abs/2509.03505),➖,1513.0,+408/-258,0.453,20.12,5.79,18.26,5.86,0.71,0.0,False,GPU
+19,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1476.0,+150/-74,0.231,22.0,16.98,8.152,1672.82,0.097,0.0,False,GPU
+20,🧠⚡,Foundation Model,[TabPFNv2 (tuned) [12.50% IMPUTED]](https://www.nature.com/articles/s41586-024-08328-6),✔️,1475.0,+382/-238,0.355,22.06,11.85,5.751,6437.34,0.557,12.5,True,GPU
+21,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1472.0,+94/-57,0.136,22.25,20.33,8.84,1277.27,0.648,0.0,False,CPU
+22,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1465.0,+89/-51,0.133,22.62,21.26,8.909,1277.27,3.746,0.0,False,CPU
+23,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1448.0,+125/-102,0.144,23.5,20.2,9.538,1206.7,0.689,0.0,False,CPU
+24,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1421.0,+141/-132,0.154,24.88,21.51,11.969,25.13,0.294,0.0,False,GPU
+25,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1419.0,+162/-120,0.179,25.0,21.57,6.961,4322.16,0.198,0.0,False,GPU
+26,🧠⚡,Foundation Model,[TabPFNv2 (default) [12.50% IMPUTED]](https://www.nature.com/articles/s41586-024-08328-6),✔️,1400.0,+328/-281,0.308,25.94,14.4,7.63,8.68,0.726,12.5,True,GPU
+27,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1389.0,+147/-121,0.102,26.5,21.98,10.625,10.03,0.115,0.0,False,CPU
+28,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1360.0,+148/-186,0.138,28.0,22.48,13.632,644.11,0.953,0.0,False,CPU
+29,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1340.0,+168/-199,0.169,29.0,21.79,14.036,644.11,0.187,0.0,False,CPU
+30,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1340.0,+150/-102,0.113,29.0,24.67,10.515,22.41,7.82,0.0,False,GPU
+31,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1328.0,+188/-190,0.12,29.62,16.81,12.542,9006.35,0.527,0.0,False,GPU
+32,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1326.0,+164/-137,0.12,29.75,26.79,8.903,25.53,0.154,0.0,False,GPU
+33,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1311.0,+132/-150,0.067,30.5,27.26,10.331,5194.73,1.75,0.0,False,CPU
+34,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1257.0,+190/-194,0.066,33.25,29.07,10.652,5194.73,0.121,0.0,False,CPU
+35,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1241.0,+217/-212,0.097,34.0,22.26,13.421,3991.28,0.402,0.0,False,CPU
+36,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1222.0,+233/-228,0.122,34.88,15.45,13.945,3991.28,0.034,0.0,False,CPU
+37,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,1220.0,+214/-280,0.121,35.0,11.51,15.544,7.0,1.362,0.0,False,GPU
+38,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1214.0,+100/-178,0.026,35.25,32.69,15.363,657.99,1.135,0.0,False,CPU
+39,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1198.0,+92/-125,0.015,36.0,34.93,12.723,4.54,0.374,0.0,False,CPU
+40,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1175.0,+76/-124,0.006,37.0,35.99,14.418,2150.84,7.995,0.0,False,CPU
+41,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1160.0,+97/-168,0.018,37.62,35.75,15.588,0.46,0.117,0.0,False,CPU
+42,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1148.0,+114/-214,0.025,38.12,35.51,16.48,657.99,0.147,0.0,False,CPU
+43,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1121.0,+107/-158,0.0,39.25,38.02,14.856,2150.84,0.566,0.0,False,CPU
+44,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1114.0,+86/-123,0.0,39.5,38.78,14.012,4.08,0.255,0.0,False,CPU
+45,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1055.0,+114/-185,0.0,41.75,40.45,15.454,12.71,0.039,0.0,False,CPU
+46,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1030.0,+146/-217,0.0,42.62,41.09,14.656,22.25,0.131,0.0,False,CPU
+47,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+92/-204,0.0,43.62,42.96,17.907,0.69,0.125,0.0,False,CPU
+48,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,988.0,+106/-216,0.0,44.0,43.14,19.332,6.77,0.511,0.0,False,CPU
+49,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,907.0,+147/-333,0.0,46.25,44.95,21.426,88.79,0.572,0.0,False,CPU
+50,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,734.0,+153/-330,0.0,49.75,49.48,23.404,88.79,0.052,0.0,False,CPU
+51,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,658.0,+224/-609,0.0,50.88,50.11,29.74,0.43,0.047,0.0,False,CPU
+52,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,523.0,+100/-474,0.0,52.44,52.35,34.23,742.99,0.364,0.0,False,CPU
+53,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,484.0,+130/-555,0.0,52.81,52.72,34.314,742.99,0.097,0.0,False,CPU
+54,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,334.0,+99/-505,0.0,54.0,53.99,36.454,3.98,0.12,0.0,False,CPU
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diff --git a/data/imputation_yes/splits_lite/tasks_regression/datasets_tabpfn/pareto_n_configs_imp.png.zip b/data/imputation_yes/splits_lite/tasks_regression/datasets_tabpfn/pareto_n_configs_imp.png.zip
new file mode 100644
index 0000000000000000000000000000000000000000..957bf041d72e21a94cae09122e8faa18484ae1fd
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@@ -0,0 +1,3 @@
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diff --git a/data/imputation_yes/splits_lite/tasks_regression/datasets_tabpfn/tuning-impact-elo.png.zip b/data/imputation_yes/splits_lite/tasks_regression/datasets_tabpfn/tuning-impact-elo.png.zip
new file mode 100644
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 120889
diff --git a/data/imputation_yes/splits_lite/tasks_regression/datasets_tabpfn/website_leaderboard.csv b/data/imputation_yes/splits_lite/tasks_regression/datasets_tabpfn/website_leaderboard.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a69a092ddc81da31abce4a88c97bc436b3de2008
--- /dev/null
+++ b/data/imputation_yes/splits_lite/tasks_regression/datasets_tabpfn/website_leaderboard.csv
@@ -0,0 +1,56 @@
+#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
+0,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1906.0,+304/-113,0.726,6.43,2.55,3.095,10054.02,249.652,0.0,False,GPU
+1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1900.0,+513/-229,0.772,6.57,2.05,1.229,2279.61,6.732,0.0,False,GPU
+2,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1884.0,+400/-86,0.683,7.0,3.48,1.908,669.82,4.041,0.0,False,GPU
+3,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1873.0,+180/-50,0.671,7.29,4.98,3.69,10054.02,28.583,0.0,False,GPU
+4,🧠⚡,Foundation Model,[TabPFNv2 (tuned + ensembled)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1780.0,+499/-189,0.597,10.14,3.32,2.584,6601.21,73.561,0.0,False,GPU
+5,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1772.0,+224/-44,0.565,10.43,6.19,4.944,47.81,37.998,0.0,False,GPU
+6,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1756.0,+146/-30,0.551,11.0,9.95,5.167,4840.44,33.436,0.0,False,GPU
+7,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1729.0,+403/-218,0.545,12.0,3.79,2.847,2279.61,0.781,0.0,False,GPU
+8,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1714.0,+373/-213,0.554,12.57,7.37,4.191,7.82,0.519,0.0,False,GPU
+9,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1693.0,+192/-49,0.444,13.43,10.94,6.056,5390.56,5.054,0.0,False,CPU
+10,🧠🔁,Neural Network,[Mitra (default)](https://arxiv.org/abs/2510.21204),✔️,1658.0,+220/-118,0.398,14.86,7.71,6.637,105.28,2.433,0.0,False,GPU
+11,🧠🔁,Neural Network,[LimiX (default)](https://arxiv.org/abs/2509.03505),➖,1624.0,+410/-299,0.518,16.29,5.15,19.429,5.73,0.638,0.0,False,GPU
+12,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1605.0,+159/-48,0.287,17.14,15.34,7.956,3301.07,1.317,0.0,False,CPU
+13,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1605.0,+257/-127,0.39,17.14,12.18,6.481,4840.44,0.706,0.0,False,GPU
+14,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1574.0,+114/-57,0.246,18.57,17.2,9.035,997.12,3.787,0.0,False,CPU
+15,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1568.0,+226/-106,0.266,18.86,14.48,8.008,3301.07,0.125,0.0,False,CPU
+16,🧠⚡,Foundation Model,[TabPFNv2 (tuned)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1558.0,+418/-227,0.406,19.29,10.76,5.384,6601.21,0.588,0.0,False,GPU
+17,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1544.0,+165/-105,0.295,20.0,14.25,8.299,1709.03,2.724,0.0,False,GPU
+18,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1529.0,+188/-118,0.267,20.71,17.7,6.513,4228.53,1.447,0.0,False,GPU
+19,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1515.0,+180/-138,0.267,21.43,15.3,10.909,9360.97,7.658,0.0,False,GPU
+20,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1512.0,+142/-77,0.251,21.57,16.24,8.482,1709.03,0.097,0.0,False,GPU
+21,🧠⚡,Foundation Model,[TabPFNv2 (default)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1469.0,+405/-336,0.352,23.71,13.17,7.531,8.97,0.837,0.0,False,GPU
+22,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1466.0,+83/-44,0.098,23.86,23.13,9.543,911.22,0.527,0.0,False,CPU
+23,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1463.0,+78/-38,0.1,24.0,23.39,9.588,911.22,3.532,0.0,False,CPU
+24,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1434.0,+126/-68,0.105,25.43,23.65,10.356,997.12,0.636,0.0,False,CPU
+25,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1425.0,+196/-137,0.16,25.86,21.99,7.312,4228.53,0.173,0.0,False,GPU
+26,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1422.0,+220/-139,0.117,26.0,21.17,11.174,9.39,0.105,0.0,False,CPU
+27,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1407.0,+139/-152,0.121,26.71,24.25,13.106,27.26,0.29,0.0,False,GPU
+28,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1392.0,+209/-236,0.158,27.43,21.57,14.555,613.95,0.952,0.0,False,CPU
+29,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1384.0,+236/-250,0.193,27.86,20.58,14.881,613.95,0.135,0.0,False,CPU
+30,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1366.0,+155/-135,0.129,28.71,23.97,11.015,22.96,8.006,0.0,False,GPU
+31,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1325.0,+195/-187,0.114,30.71,27.44,9.406,17.97,0.145,0.0,False,GPU
+32,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1290.0,+275/-208,0.111,32.43,20.76,14.054,3778.28,0.323,0.0,False,CPU
+33,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1282.0,+124/-160,0.026,32.86,31.52,11.205,5937.36,1.406,0.0,False,CPU
+34,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,1276.0,+260/-286,0.138,33.14,10.38,16.185,7.12,1.138,0.0,False,GPU
+35,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1272.0,+275/-228,0.14,33.29,14.11,14.636,3778.28,0.028,0.0,False,CPU
+36,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1272.0,+146/-174,0.037,33.29,30.98,14.048,9360.97,0.522,0.0,False,GPU
+37,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1229.0,+155/-260,0.03,35.29,32.39,16.471,628.51,0.812,0.0,False,CPU
+38,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1222.0,+185/-280,0.031,35.57,32.35,11.535,5937.36,0.119,0.0,False,CPU
+39,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1175.0,+138/-220,0.02,37.57,35.46,16.642,0.43,0.117,0.0,False,CPU
+40,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1173.0,+176/-289,0.029,37.64,34.8,17.646,628.51,0.149,0.0,False,CPU
+41,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1172.0,+59/-100,0.0,37.71,37.36,13.734,4.41,0.363,0.0,False,CPU
+42,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1150.0,+55/-106,0.0,38.57,38.08,15.611,2163.39,7.622,0.0,False,CPU
+43,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1114.0,+109/-169,0.0,40.0,39.21,14.895,3.97,0.24,0.0,False,CPU
+44,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1095.0,+89/-158,0.0,40.71,39.47,15.956,10.54,0.036,0.0,False,CPU
+45,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1095.0,+106/-175,0.0,40.71,39.78,16.062,2163.39,0.713,0.0,False,CPU
+46,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1002.0,+135/-301,0.0,43.86,42.36,15.699,20.5,0.13,0.0,False,CPU
+47,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+131/-217,0.0,43.93,43.18,19.276,0.67,0.118,0.0,False,CPU
+48,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,943.0,+77/-213,0.0,45.57,45.12,21.065,6.88,0.452,0.0,False,CPU
+49,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,937.0,+178/-381,0.0,45.71,44.31,22.177,86.71,0.53,0.0,False,CPU
+50,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,757.0,+168/-358,0.0,49.57,49.27,24.152,86.71,0.05,0.0,False,CPU
+51,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,712.0,+245/-524,0.0,50.29,49.48,30.287,0.4,0.044,0.0,False,CPU
+52,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,533.0,+85/-893,0.0,52.5,52.4,36.2,753.48,0.227,0.0,False,CPU
+53,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,504.0,+117/-984,0.0,52.79,52.68,36.249,753.48,0.091,0.0,False,CPU
+54,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,352.0,+97/-674,0.0,54.0,53.99,37.99,4.35,0.119,0.0,False,CPU
diff --git a/data/imputation_yes/splits_lite/tasks_regression/datasets_tabpfn/winrate_matrix.png.zip b/data/imputation_yes/splits_lite/tasks_regression/datasets_tabpfn/winrate_matrix.png.zip
new file mode 100644
index 0000000000000000000000000000000000000000..6c7afdc0fc2d3c05d69d554bc5e1e985175cfcb6
--- /dev/null
+++ b/data/imputation_yes/splits_lite/tasks_regression/datasets_tabpfn/winrate_matrix.png.zip
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ad885aa3f6b8056563f89a79a12b7e4ed824df9776bacd8a1a556f5fd353b318
+size 1396925
diff --git a/data_pdfs_to_pngs.py b/data_pdfs_to_pngs.py
index 4cf4463cdc67f8ac363fb5364a3f0f0f6b71ce07..6076b0b26ca88c2832d23390c0892d0de6acc143 100644
--- a/data_pdfs_to_pngs.py
+++ b/data_pdfs_to_pngs.py
@@ -2,30 +2,59 @@
 
 from __future__ import annotations
 
-import glob
-import os
 import zipfile
 from pathlib import Path
+from multiprocessing import Pool, cpu_count
 
 from pdf2image import convert_from_path
 
-root_dir = "./data"
-pdf_paths = glob.glob(os.path.join(root_dir, "**", "*.pdf"), recursive=True)
 
+ROOT_DIR = Path("./data")
+DPI = 800  # you can lower this if files are huge / too slow
+
+
+def process_pdf(pdf_path_str: str) -> None:
+    pdf_path = Path(pdf_path_str).resolve()
+    zip_path = pdf_path.with_suffix(".png.zip")
 
-for pdf_path in pdf_paths:
-    # Relative path to recreate folder structure
-    path_to_pdf = Path(pdf_path).resolve()
-    path_to_png = path_to_pdf.with_suffix(".png")
-    path_to_zip = path_to_pdf.with_suffix(".png.zip")
     print(f"Converting {pdf_path}...")
 
-    images = convert_from_path(pdf_path, dpi=800)
-    for _i, image in enumerate(images):
-        image.save(path_to_png, "PNG")
+    # Convert all pages of the PDF
+    images = convert_from_path(str(pdf_path), dpi=DPI)
+
+    # Save pages as PNGs (multi-page safe naming)
+    png_path = pdf_path.with_suffix(".png")
+    images[0].save(png_path, "PNG")
+    png_paths = [png_path]
+
+
+    # Zip all PNGs into one archive
+    with zipfile.ZipFile(zip_path, "w", compression=zipfile.ZIP_DEFLATED) as zipf:
+        for png_path in png_paths:
+            zipf.write(png_path, arcname=png_path.name)
+
+    # Clean up PNGs and original PDF
+    for png_path in png_paths:
+        png_path.unlink(missing_ok=True)
+    pdf_path.unlink(missing_ok=True)
+
+
+def main() -> None:
+    pdf_paths = [str(p) for p in ROOT_DIR.rglob("*.pdf")]
+
+    if not pdf_paths:
+        print("No PDFs found.")
+        return
+
+    # Use one process per CPU, but not more than number of PDFs
+    n_procs = min(cpu_count(), len(pdf_paths))
+    print(f"Found {len(pdf_paths)} PDFs. Using {n_procs} processes.")
+
+    with Pool(processes=n_procs) as pool:
+        # imap_unordered gives you streaming results + simple progress printing
+        for _ in pool.imap_unordered(process_pdf, pdf_paths):
+            pass
 
-        with zipfile.ZipFile(path_to_zip, "w") as zipf:
-            zipf.write(path_to_png, arcname=path_to_png.name)
 
-        path_to_png.unlink(missing_ok=True)
-        path_to_pdf.unlink(missing_ok=True)
+if __name__ == "__main__":
+    main()
\ No newline at end of file
diff --git a/main.py b/main.py
index 35b3652ac60d1c0727336dc5ecfddb00bfc8b038..9feea251e249ec612b20ef92bfab9125189bf16c 100644
--- a/main.py
+++ b/main.py
@@ -5,7 +5,11 @@ from dataclasses import dataclass
 from pathlib import Path
 import gradio as gr
 import pandas as pd
+import numpy as np
+
 import website_texts
+import os
+import re
 from apscheduler.schedulers.background import BackgroundScheduler
 from constants import Constants, model_type_emoji
 from gradio_leaderboard import ColumnFilter, Leaderboard, SelectColumns
@@ -19,27 +23,19 @@ from website_texts import (
 )
 
 
-def get_model_family(model_name: str) -> str:
-    prefixes_mapping = {
-        Constants.reference: ["AutoGluon"],
-        Constants.neural_network: ["REALMLP", "TabM", "FASTAI", "MNCA", "NN_TORCH"],
-        Constants.tree: ["GBM", "CAT", "EBM", "XGB", "XT", "RF"],
-        Constants.foundational: ["TABDPT", "TABICL", "TABPFN"],
-        Constants.baseline: ["KNN", "LR"],
-    }
-
-    for method_type, prefixes in prefixes_mapping.items():
-        for prefix in prefixes:
-            if prefix.lower() in model_name.lower():
-                return method_type
-    return Constants.other
-
-
 @dataclass
 class LBContainer:
     name: str
     base_path_to_results: str
-    blurb: str
+    blurb: str | None = None
+    n_datasets: int | None = None
+
+    def __post_init__(self):
+        for fname in os.listdir(self._base_path):
+            match = re.match(r"n_datasets_(.+)", fname)
+            if match:
+                self.n_datasets = match.group(1)
+                break
 
     @property
     def _base_path(self):
@@ -177,6 +173,7 @@ def make_overview_leaderboard(lbs: [LBContainer]):
     )
 
 
+
 def make_leaderboard(lb: LBContainer) -> Leaderboard:
     df_leaderboard = lb.load_df_leaderboard()
 
@@ -186,17 +183,28 @@ def make_leaderboard(lb: LBContainer) -> Leaderboard:
     )
     df_leaderboard["Only Default"] = df_leaderboard["Model"].str.endswith("(default)")
     df_leaderboard["Only Tuned"] = df_leaderboard["Model"].str.endswith("(tuned)")
-    df_leaderboard["Only Tuned + Ensemble"] = df_leaderboard["Model"].str.endswith(
-        "(tuned + ensemble)"
-    ) | df_leaderboard["Model"].str.endswith("(4h)")
+    df_leaderboard["Only Tuned + Ensembled"] = df_leaderboard["Model"].str.endswith(
+        "(tuned + ensembled)"
+    ) | df_leaderboard["Model"].str.endswith(", 4h)")
+
 
     filter_columns = [
         ColumnFilter("TypeFiler", type="checkboxgroup", label="🤖 Model Types"),
         ColumnFilter("Only Default", type="boolean", default=False),
         ColumnFilter("Only Tuned", type="boolean", default=False),
-        ColumnFilter("Only Tuned + Ensemble", type="boolean", default=False),
+        ColumnFilter("Only Tuned + Ensembled", type="boolean", default=False),
     ]
 
+    datatypes = []
+    for s in df_leaderboard.T.values:
+        dt = s.dtype
+        if dt == bool:
+            datatypes.append("bool")
+        elif np.issubdtype(dt, np.number):
+            datatypes.append("number")
+        else:
+            datatypes.append("markdown")
+
     # Add Imputed count postfix
     if any(df_leaderboard["Imputed"]):
         df_leaderboard["Imputed"] = df_leaderboard["Imputed"].replace(
@@ -205,6 +213,7 @@ def make_leaderboard(lb: LBContainer) -> Leaderboard:
                 False: "Not Imputed",
             }
         )
+        datatypes.append("bool")
         filter_columns.append(
             ColumnFilter(
                 "Imputed",
@@ -220,9 +229,9 @@ def make_leaderboard(lb: LBContainer) -> Leaderboard:
                 " being able to run on all datasets.",
             )
         )
-
     return Leaderboard(
         value=df_leaderboard,
+        datatype=datatypes,
         select_columns=SelectColumns(
             default_selection=list(df_leaderboard.columns),
             cant_deselect=["Type", "Model"],
@@ -234,13 +243,17 @@ def make_leaderboard(lb: LBContainer) -> Leaderboard:
             "RefModel",
             "Only Default",
             "Only Tuned",
-            "Only Tuned + Ensemble",
+            "Only Tuned + Ensembled",
             "Imputed",
         ],
         search_columns=["Model", "TypeName"],
         filter_columns=filter_columns,
         bool_checkboxgroup_label="Custom Views (exclusive, only toggle one at a time):",
         height=800,
+        column_widths={
+            "Model": 200,
+        }
+        # interactive=True,
     )
 
 
@@ -267,32 +280,14 @@ class LBMatrix:
     tasks = ["all", "classification", "regression"]
     datasets = ["all", "small", "medium", "tabpfn"]
 
-    # TODO: get correct numbers
-    blurb_map_n_datasets = {
-        "all": {
-            "all": 51,
-            "small": 35,
-            "medium": 16,
-            "tabpfn": 33,
-        },
-        "classification": {
-            "all": 30,
-            "small": 20,
-            "medium": 10,
-            "tabpfn": 20,
-        },
-        "regression": {
-            "all": 21,
-            "small": 15,
-            "medium": 6,
-            "tabpfn": 13,
-        },
-    }
-
     @staticmethod
     def get_name_for_lb(lb_key, lb_value):
         if lb_key == "imputation":
-            return "Models (w/o imputation)" if lb_value == "no" else "Models (with imputation)"
+            return (
+                "Models (w/o imputation)"
+                if lb_value == "no"
+                else "Models (with imputation)"
+            )
         if lb_key == "splits":
             return "All Repeats" if lb_value == "all" else "Lite"
         if lb_key == "tasks":
@@ -319,9 +314,7 @@ class LBMatrix:
                     raise ValueError()
         raise ValueError()
 
-    def element_to_blurb(self, element: LBMatrixElement) -> str:
-        n_datasets = self.blurb_map_n_datasets[element.tasks][element.datasets]
-
+    def element_to_blurb(self, element: LBMatrixElement, n_datasets: int) -> str:
         datasets_name = (
             element.datasets if element.datasets != "tabpfn" else "TabPFNv2-compatible"
         )
@@ -375,7 +368,7 @@ def main():
                 gr.Markdown(
                     website_texts.OVERVIEW_METRICS, elem_classes="markdown-text-box"
                 )
-            with gr.Column(), gr.Accordion("📊 Reference Pipeline", open=False):
+            with gr.Column(), gr.Accordion("📊 Reference Pipelines", open=False):
                 gr.Markdown(
                     website_texts.OVERVIEW_REF_PIPE, elem_classes="markdown-text-box"
                 )
@@ -469,10 +462,13 @@ def main():
                                                         lb = LBContainer(
                                                             name=f"{impute_t_name} | {splits_t} | {tasks_t_name} | {datasets_t_name}",
                                                             base_path_to_results=lb_element.get_path_to_results(),
-                                                            blurb=lb_matrix.element_to_blurb(
-                                                                lb_element
-                                                            ),
                                                         )
+
+                                                        lb.blurb = lb_matrix.element_to_blurb(
+                                                            lb_element,
+                                                            n_datasets=lb.n_datasets,
+                                                        )
+
                                                         gr.Markdown(
                                                             lb.blurb,
                                                             elem_classes="markdown-text",
diff --git a/website_texts.py b/website_texts.py
index 9540d37d124d5a1c72a0603e7390b17d83842422..f7be75ca03dd29852002da3afe29069a64b875c0 100644
--- a/website_texts.py
+++ b/website_texts.py
@@ -23,10 +23,12 @@ tuned configurations. Each model is implemented in a tested real-world pipeline
 optimized to get the most out of the model by the maintainers of TabArena, and where
 possible together with the authors of the model. 
 
-**Unverified Models:** Some models were contributed and evaluated, but have not been verified by the original authors or 
-maintainers of the model. We indicated whether a model was verified in an extra column in the leaderboard. Results for 
-unverified and recent models should be interpreted with more caution. Results for unverified but stable models (such as 
-XGBoost, LightGBM, CatBoost, Random Forests, or baselines) require less caution, even if unverified.  
+**Verified Models:** Some models were contributed and evaluated, but their implementations have
+not been verified by the original authors or maintainers of the model. We indicate whether the implementation
+of a model is verified in an extra column in the leaderboard. Results for unverified and recent models should 
+be interpreted with more caution. We count an older, stable model (such as XGBoost, LightGBM, 
+CatBoost, Random Forests, or baselines) as verified as long as the its implementation is verified by the
+the maintainers of TabArena. 
 """
 OVERVIEW_METRICS = """
 The leaderboards are ranked based on Elo. We present several additional
@@ -42,12 +44,11 @@ less reliable than for `All Repeats` but often present a good proxy for the over
 cheaper to compute.
 """
 OVERVIEW_REF_PIPE = """
-The leaderboard includes a reference pipeline, which is applied
+The leaderboard includes reference pipelines, which are applied
 independently of the tuning protocol and constraints we constructed for models within TabArena.
-The reference pipeline aims to represent the performance quickly achievable by a
+A reference pipeline aims to represent the performance quickly achievable by a
 practitioner on a dataset. The current reference pipeline is the predictive machine
-learning system AutoGluon (version 1.3, with the best_quality preset and
-4 hours for training). AutoGluon represents an ensemble pipeline across various model
+learning system AutoGluon. AutoGluon represents an ensemble pipeline across various model
 types and thus provides a reference for model-specific pipelines.
 """
 
@@ -142,10 +143,10 @@ The following details updates to the leaderboard (date format is YYYY/MM/DD):
 
 * 2025/12/01-v0.1.2: Add newest version of TabArena LB for NeurIPS 2025
     * New UI and new leaderboard subsets for different dataset sizes, tasks, and imputation + general polish. 
-    * Some metrics have been refacotred and made more stable (see GitHub for details).
+    * Some metrics have been refactored and made more stable (see GitHub for details).
     * Updated Reference Pipeline to include AutoGluon v1.4 with the extreme preset.
     * Updated existing models: RealMLP, TabDPT, EBM
-    * Add new verified models: Mitra, xRFM, TabPFN-2.5
+    * Add new verified models: Mitra, xRFM, RealTabPFN-v2.5
     * Add new unverified models: TabFlex, BetaTabPFN, LimiX
 * 2025/06/13-v0.1.1: Add data for all subsets and re-runs on GPU; Add leaderboards for subsets;
  new overview; add Figures to LBs.