Search Results for author: Roman Vashurin

Found 2 papers, 0 papers with code

LM-Polygraph: Uncertainty Estimation for Language Models

no code implementations13 Nov 2023 Ekaterina Fadeeva, Roman Vashurin, Akim Tsvigun, Artem Vazhentsev, Sergey Petrakov, Kirill Fedyanin, Daniil Vasilev, Elizaveta Goncharova, Alexander Panchenko, Maxim Panov, Timothy Baldwin, Artem Shelmanov

Recent advancements in the capabilities of large language models (LLMs) have paved the way for a myriad of groundbreaking applications in various fields.

Text Generation

Embedded Ensembles: Infinite Width Limit and Operating Regimes

no code implementations24 Feb 2022 Maksim Velikanov, Roman Kail, Ivan Anokhin, Roman Vashurin, Maxim Panov, Alexey Zaytsev, Dmitry Yarotsky

In this limit, we identify two ensemble regimes - independent and collective - depending on the architecture and initialization strategy of ensemble models.

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