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Anisia Katinskaia

4 accepted papers

2024

Probing the Category of Verbal Aspect in Transformer Language Models

NAACL 2024findings

We investigate how pretrained language models (PLM) encode the grammatical category of verbal aspect in Russian. Encoding of aspect in transformer LMs has not been studied previously in any language. A particular challenge is posed by ”alternative contexts”: where either the perfective or the imperf…

2024

What Do Transformers Know about Government?

COLING 2024main

This paper investigates what insights about linguistic features and what knowledge about the structure of natural language can be obtained from the encodings in transformer language models. In particular, we explore how BERT encodes the government relation between constituents in a sentence. We use…

2023

Effects of sub-word segmentation on performance of transformer language models

EMNLP 2023long main

Language modeling is a fundamental task in natural language processing, which has been thoroughly explored with various architectures and hyperparameters. However, few studies focus on the effect of sub-word segmentation on the performance of language models (LMs). In this paper, we compare GPT an…

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