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cs.LG2025
Simple Vision-Language Math Reasoning via Rendered Text
Matvey Skripkin, Elizaveta Goncharova, Andrey Kuznetsov
We present a lightweight yet effective pipeline for training vision-language models to solve math problems by rendering LaTeX encoded equations into images and pairing them with st…
cs.LG2024
Your Transformer is Secretly Linear
Anton Razzhigaev, Matvey Mikhalchuk, Elizaveta Goncharova +4
This paper reveals a novel linear characteristic exclusive to transformer decoders, including models such as GPT, LLaMA, OPT, BLOOM and others. We analyze embedding transformations…