A decision model that knows which question to ask.
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Papers
LAVOIR: Teaching a Single-Pass Decision Encoder When and What to Ask with Amortized Value of Information
MoganColBERT-TR: A Late-Interaction Multi-Vector Retrieval Model for Turkish
Organization Card
moganai is an initiative working towards an open-source foundation/LLM model for Turkish.
Our goal is to build a high-quality, large-scale pretraining dataset for Turkish, along with the tools we use in the process (data cleaning, quality classification models, etc.), and share them openly with the community. We want to contribute to the growth of the Turkish NLP ecosystem — that's why we release the models and tools we build as open source whenever possible.
MoganBERT Turkish Pre-Trained Encoder Collection
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moganai/MoganBERT-TR
Fill-Mask • 0.1B • Updated • 108 • 6 -
moganai/MoganBERT-Embed
Sentence Similarity • 0.1B • Updated • 246 • 4 -
moganai/Mogan-ColBERT-TR
Sentence Similarity • 0.1B • Updated • 100 • 4 -
MoganBert-TR: A Turkish Encoder Foundation Model Trained from Scratch with a CLM-to-MLM Curriculum
Paper • 2608.25768 • Published • 5
A decision model that knows which question to ask.
MoganBERT Turkish Pre-Trained Encoder Collection
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moganai/MoganBERT-TR
Fill-Mask • 0.1B • Updated • 108 • 6 -
moganai/MoganBERT-Embed
Sentence Similarity • 0.1B • Updated • 246 • 4 -
moganai/Mogan-ColBERT-TR
Sentence Similarity • 0.1B • Updated • 100 • 4 -
MoganBert-TR: A Turkish Encoder Foundation Model Trained from Scratch with a CLM-to-MLM Curriculum
Paper • 2608.25768 • Published • 5
models 7
moganai/mogan-decision-31B-it
Multiple Choice • Updated • 57 • 1
moganai/lavoir-tr
Text Classification • 0.2B • Updated • 19
moganai/lavoir
Text Classification • 0.4B • Updated • 153
moganai/MoganBERT-Embed
Sentence Similarity • 0.1B • Updated • 246 • 4
moganai/Mogan-ColBERT-TR
Sentence Similarity • 0.1B • Updated • 100 • 4
moganai/MoganBERT-TR
Fill-Mask • 0.1B • Updated • 108 • 6
moganai/fasttext-tr-quality-classifier
Text Classification • Updated • 15 • 3
datasets 8
moganai/turkish-synthetic-documents
Viewer • Updated • 200k • 712 • 4
moganai/mogan-decision-distill
Viewer • Updated • 123k • 100
moganai/mogan-decision-31B-it-decision-index-results
Updated • 95
moganai/lavoir-dialogues-tr
Viewer • Updated • 57.5k • 206
moganai/lavoir-dialogues
Viewer • Updated • 32.4k • 246
moganai/mogan-turkish-web
Viewer • Updated • 32.5M • 950 • 6
moganai/turkishfineweb2-cleaned
Viewer • Updated • 63.3M • 1.28k • 5
moganai/turkish-resmi-gazete
Viewer • Updated • 20.8k • 114 • 1