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Collections including paper arxiv:2512.05439

Reinforcement learning

Diffusion Augmented Agents: A Framework for Efficient Exploration and Transfer Learning

Paper • 2407.20798 • Published Jul 30, 2024 • 24
Offline Reinforcement Learning for LLM Multi-Step Reasoning

Paper • 2412.16145 • Published Dec 20, 2024 • 38
REINFORCE++: A Simple and Efficient Approach for Aligning Large Language Models

Paper • 2501.03262 • Published Jan 4, 2025 • 104
SWE-RL: Advancing LLM Reasoning via Reinforcement Learning on Open Software Evolution

Paper • 2502.18449 • Published Feb 25, 2025 • 75

BEAVER: An Efficient Deterministic LLM Verifier

Paper • 2512.05439 • Published Dec 5, 2025 • 36

LLM VERIFICATION

BEAVER: An Efficient Deterministic LLM Verifier

Paper • 2512.05439 • Published Dec 5, 2025 • 36

lusxvr/nanoVLM-222M

Image-Text-to-Text • 0.2B • Updated May 8, 2025 • 662 • 99
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Paper • 2503.09516 • Published Mar 12, 2025 • 40
AlphaOne: Reasoning Models Thinking Slow and Fast at Test Time

Paper • 2505.24863 • Published May 30, 2025 • 97
QwenLong-L1: Towards Long-Context Large Reasoning Models with Reinforcement Learning

Paper • 2505.17667 • Published May 23, 2025 • 88

facebook/w2v-bert-2.0

Feature Extraction • 0.6B • Updated Jan 25, 2024 • 3.63M • 217
facebook/metaclip-h14-fullcc2.5b

Zero-Shot Image Classification • 1.0B • Updated Jan 11, 2024 • 10.1k • 49
openai/clip-vit-large-patch14

Zero-Shot Image Classification • 0.4B • Updated Sep 15, 2023 • 31.3M • 2.02k
Salesforce/blip-image-captioning-large

Image-to-Text • 0.5B • Updated Feb 3, 2025 • 766k • 1.47k

GenPRM: Scaling Test-Time Compute of Process Reward Models via Generative Reasoning

Paper • 2504.00891 • Published Apr 1, 2025 • 14
VerIF: Verification Engineering for Reinforcement Learning in Instruction Following

Paper • 2506.09942 • Published Jun 11, 2025 • 5
VerifyBench: Benchmarking Reference-based Reward Systems for Large Language Models

Paper • 2505.15801 • Published May 21, 2025 • 17
Scaling Code-Assisted Chain-of-Thoughts and Instructions for Model Reasoning

Paper • 2510.04081 • Published Oct 5, 2025 • 23

DeepCode: Open Agentic Coding

Paper • 2512.07921 • Published Dec 8, 2025 • 35
nvidia/Nemotron-Pretraining-Code-v2

Viewer • Updated Dec 22, 2025 • 836M • 88.8k • 123
BEAVER: An Efficient Deterministic LLM Verifier

Paper • 2512.05439 • Published Dec 5, 2025 • 36
codefuse-ai/C2LLM-7B

Feature Extraction • 8B • Updated Jan 21 • 74 • 10

From Code Foundation Models to Agents and Applications: A Practical Guide to Code Intelligence

Paper • 2511.18538 • Published Nov 23, 2025 • 304
RAG-Anything: All-in-One RAG Framework

Paper • 2510.12323 • Published Oct 14, 2025 • 82
Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection

Paper • 2310.11511 • Published Oct 17, 2023 • 79
SelfCheck: Using LLMs to Zero-Shot Check Their Own Step-by-Step Reasoning

Paper • 2308.00436 • Published Aug 1, 2023 • 24

Interesting Papers

These papers are interesting (to me)

Revisit Large-Scale Image-Caption Data in Pre-training Multimodal Foundation Models

Paper • 2410.02740 • Published Oct 3, 2024 • 53
From Code to Correctness: Closing the Last Mile of Code Generation with Hierarchical Debugging

Paper • 2410.01215 • Published Oct 2, 2024 • 39
Molmo and PixMo: Open Weights and Open Data for State-of-the-Art Multimodal Models

Paper • 2409.17146 • Published Sep 25, 2024 • 123
EuroLLM: Multilingual Language Models for Europe

Paper • 2409.16235 • Published Sep 24, 2024 • 29

Reinforcement learning

Diffusion Augmented Agents: A Framework for Efficient Exploration and Transfer Learning

Paper • 2407.20798 • Published Jul 30, 2024 • 24
Offline Reinforcement Learning for LLM Multi-Step Reasoning

Paper • 2412.16145 • Published Dec 20, 2024 • 38
REINFORCE++: A Simple and Efficient Approach for Aligning Large Language Models

Paper • 2501.03262 • Published Jan 4, 2025 • 104
SWE-RL: Advancing LLM Reasoning via Reinforcement Learning on Open Software Evolution

Paper • 2502.18449 • Published Feb 25, 2025 • 75

GenPRM: Scaling Test-Time Compute of Process Reward Models via Generative Reasoning

Paper • 2504.00891 • Published Apr 1, 2025 • 14
VerIF: Verification Engineering for Reinforcement Learning in Instruction Following

Paper • 2506.09942 • Published Jun 11, 2025 • 5
VerifyBench: Benchmarking Reference-based Reward Systems for Large Language Models

Paper • 2505.15801 • Published May 21, 2025 • 17
Scaling Code-Assisted Chain-of-Thoughts and Instructions for Model Reasoning

Paper • 2510.04081 • Published Oct 5, 2025 • 23

BEAVER: An Efficient Deterministic LLM Verifier

Paper • 2512.05439 • Published Dec 5, 2025 • 36

DeepCode: Open Agentic Coding

Paper • 2512.07921 • Published Dec 8, 2025 • 35
nvidia/Nemotron-Pretraining-Code-v2

Viewer • Updated Dec 22, 2025 • 836M • 88.8k • 123
BEAVER: An Efficient Deterministic LLM Verifier

Paper • 2512.05439 • Published Dec 5, 2025 • 36
codefuse-ai/C2LLM-7B

Feature Extraction • 8B • Updated Jan 21 • 74 • 10

LLM VERIFICATION

BEAVER: An Efficient Deterministic LLM Verifier

Paper • 2512.05439 • Published Dec 5, 2025 • 36

From Code Foundation Models to Agents and Applications: A Practical Guide to Code Intelligence

Paper • 2511.18538 • Published Nov 23, 2025 • 304
RAG-Anything: All-in-One RAG Framework

Paper • 2510.12323 • Published Oct 14, 2025 • 82
Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection

Paper • 2310.11511 • Published Oct 17, 2023 • 79
SelfCheck: Using LLMs to Zero-Shot Check Their Own Step-by-Step Reasoning

Paper • 2308.00436 • Published Aug 1, 2023 • 24

lusxvr/nanoVLM-222M

Image-Text-to-Text • 0.2B • Updated May 8, 2025 • 662 • 99
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Paper • 2503.09516 • Published Mar 12, 2025 • 40
AlphaOne: Reasoning Models Thinking Slow and Fast at Test Time

Paper • 2505.24863 • Published May 30, 2025 • 97
QwenLong-L1: Towards Long-Context Large Reasoning Models with Reinforcement Learning

Paper • 2505.17667 • Published May 23, 2025 • 88

Interesting Papers

These papers are interesting (to me)

Revisit Large-Scale Image-Caption Data in Pre-training Multimodal Foundation Models

Paper • 2410.02740 • Published Oct 3, 2024 • 53
From Code to Correctness: Closing the Last Mile of Code Generation with Hierarchical Debugging

Paper • 2410.01215 • Published Oct 2, 2024 • 39
Molmo and PixMo: Open Weights and Open Data for State-of-the-Art Multimodal Models

Paper • 2409.17146 • Published Sep 25, 2024 • 123
EuroLLM: Multilingual Language Models for Europe

Paper • 2409.16235 • Published Sep 24, 2024 • 29

facebook/w2v-bert-2.0

Feature Extraction • 0.6B • Updated Jan 25, 2024 • 3.63M • 217
facebook/metaclip-h14-fullcc2.5b

Zero-Shot Image Classification • 1.0B • Updated Jan 11, 2024 • 10.1k • 49
openai/clip-vit-large-patch14

Zero-Shot Image Classification • 0.4B • Updated Sep 15, 2023 • 31.3M • 2.02k
Salesforce/blip-image-captioning-large

Image-to-Text • 0.5B • Updated Feb 3, 2025 • 766k • 1.47k

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