Search Results for author: Agnes Luhtaru

Found 5 papers, 0 papers with code

Teaching Llama a New Language Through Cross-Lingual Knowledge Transfer

no code implementations5 Apr 2024 Hele-Andra Kuulmets, Taido Purason, Agnes Luhtaru, Mark Fishel

This paper explores cost-efficient methods to adapt pretrained Large Language Models (LLMs) to new lower-resource languages, with a specific focus on Estonian.

Instruction Following Transfer Learning

To Err Is Human, but Llamas Can Learn It Too

no code implementations8 Mar 2024 Agnes Luhtaru, Taido Purason, Martin Vainikko, Maksym Del, Mark Fishel

This study explores enhancing grammatical error correction (GEC) through artificial error generation (AEG) using language models (LMs).

Grammatical Error Correction

Autocorrect for Estonian texts: final report from project EKTB25

no code implementations18 Feb 2024 Agnes Luhtaru, Martin Vainikko, Krista Liin, Kais Allkivi-Metsoja, Jaagup Kippar, Pille Eslon, Mark Fishel

To mitigate this, (1) we annotated more correction data for model training and testing, (2) we tested transfer-learning, i. e. retraining machine learning models created for other tasks, so as not to depend solely on correction data, (3) we compared the developed method and model with alternatives, including large language models.

Language Modelling Transfer Learning

Grammatical Error Correction and Style Transfer via Zero-shot Monolingual Translation

no code implementations27 Mar 2019 Elizaveta Korotkova, Agnes Luhtaru, Maksym Del, Krista Liin, Daiga Deksne, Mark Fishel

Both grammatical error correction and text style transfer can be viewed as monolingual sequence-to-sequence transformation tasks, but the scarcity of directly annotated data for either task makes them unfeasible for most languages.

Grammatical Error Correction Style Transfer +2

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