Search Results for author: Igor Samokhin

Found 4 papers, 2 papers with code

Pillars of Grammatical Error Correction: Comprehensive Inspection Of Contemporary Approaches In The Era of Large Language Models

1 code implementation23 Apr 2024 Kostiantyn Omelianchuk, Andrii Liubonko, Oleksandr Skurzhanskyi, Artem Chernodub, Oleksandr Korniienko, Igor Samokhin

In this paper, we carry out experimental research on Grammatical Error Correction, delving into the nuances of single-model systems, comparing the efficiency of ensembling and ranking methods, and exploring the application of large language models to GEC as single-model systems, as parts of ensembles, and as ranking methods.

Grammatical Error Correction

Gender-Inclusive Grammatical Error Correction through Augmentation

1 code implementation12 Jun 2023 Gunnar Lund, Kostiantyn Omelianchuk, Igor Samokhin

In this paper we show that GEC systems display gender bias related to the use of masculine and feminine terms and the gender-neutral singular "they".

Data Augmentation Grammatical Error Correction

Fitness landscape adaptation in open replicator systems with competition: application to cancer therapy

no code implementations29 Nov 2021 Igor Samokhin, Tatiana Yakushkina, Dmitry Markin, Alexander S. Bratus

This study focuses on open quasispecies systems with competition and death flow, described by modified Eigen and Crow-Kimura models.

Open Quasispecies Systems: New Approach to Evolutionary Adaptation

no code implementations23 Nov 2020 Igor Samokhin, Tatiana Yakushkina, Alexander S. Bratus

Consider a mathematical model of evolutionary adaptation of fitness landscape and mutation matrix as a reaction to population changes.

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