Author

Muhammed Faruk Gozay

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#artificial intelligence Preprint Sep 2026

LAVOIR: Teaching a Single-Pass Decision Encoder When and What to Ask with Amortized Value of Information

LAVOIR (Laya with Value-Of-Information Routing), which places the candidate pieces of missing information (slots) in the input next to the answer options, so that one forward pass returns both the decision distribution and, for every slot, the expected gain in the probability of the correct decision if the user were as...

Furkan Yilmaz, Habibe Aleyna Tasdemir, Muhammed Faruk Gozay · 1 citation

Preprint Aug 2026

MoganColBERT-TR: A Late-Interaction Multi-Vector Retrieval Model for Turkish

MoganColBERT-TR, a multi-vector retrieval model that, instead of compressing a query or a document into a single vector, represents it at the token level through a 768->128 projection and scores it with MaxSim late interaction, is introduced.

Furkan Yilmaz, Habibe Aleyna Tasdemir, Muhammed Faruk Gozay · 0 citations

#small language model Preprint Aug 2026

MoganBert-TR: A Turkish Encoder Foundation Model Trained from Scratch with a CLM-to-MLM Curriculum

MoganBert-TR, a 149M-parameter Turkish encoder foundation model trained from scratch on a language-specifically filtered corpus, together with an embedding model derived from it (MoganBert-Embed) that ranks first among student models on the MTEB(Turkish) overall average and outperforms all compared Turkish tokenizers o...

Furkan Yilmaz, Habibe Aleyna Tasdemir, Muhammed Faruk Gozay · 2 citations