Search Results for author: Irina Proskurina

Found 5 papers, 4 papers with code

When Quantization Affects Confidence of Large Language Models?

no code implementations1 May 2024 Irina Proskurina, Luc Brun, Guillaume Metzler, Julien Velcin

Recent studies introduced effective compression techniques for Large Language Models (LLMs) via post-training quantization or low-bit weight representation.

Mini Minds: Exploring Bebeshka and Zlata Baby Models

1 code implementation6 Nov 2023 Irina Proskurina, Guillaume Metzler, Julien Velcin

In this paper, we describe the University of Lyon 2 submission to the Strict-Small track of the BabyLM competition.

Language Acquisition Language Modelling

Can BERT eat RuCoLA? Topological Data Analysis to Explain

2 code implementations4 Apr 2023 Irina Proskurina, Irina Piontkovskaya, Ekaterina Artemova

Our results contribute to understanding the behavior of monolingual LMs in the acceptability classification task, provide insights into the functional roles of attention heads, and highlight the advantages of TDA-based approaches for analyzing LMs.

CoLA Linguistic Acceptability +2

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