Search Results for author: Kostiantyn Omelianchuk

Found 6 papers, 5 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

Text Simplification by Tagging

1 code implementation EACL (BEA) 2021 Kostiantyn Omelianchuk, Vipul Raheja, Oleksandr Skurzhanskyi

Edit-based approaches have recently shown promising results on multiple monolingual sequence transduction tasks.

 Ranked #1 on Text Simplification on PWKP / WikiSmall (SARI metric)

Text Simplification

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