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Bibliographic Details
Main Authors: Mamasaidov, Mukhammadsaid, Shopulatov, Abror
Format: Preprint
Published: 2024
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Online Access:https://arxiv.org/abs/2409.04269
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author Mamasaidov, Mukhammadsaid
Shopulatov, Abror
author_facet Mamasaidov, Mukhammadsaid
Shopulatov, Abror
contents This study presents several contributions for the Karakalpak language: a FLORES+ devtest dataset translated to Karakalpak, parallel corpora for Uzbek-Karakalpak, Russian-Karakalpak and English-Karakalpak of 100,000 pairs each and open-sourced fine-tuned neural models for translation across these languages. Our experiments compare different model variants and training approaches, demonstrating improvements over existing baselines. This work, conducted as part of the Open Language Data Initiative (OLDI) shared task, aims to advance machine translation capabilities for Karakalpak and contribute to expanding linguistic diversity in NLP technologies.
format Preprint
id arxiv_https___arxiv_org_abs_2409_04269
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle Open Language Data Initiative: Advancing Low-Resource Machine Translation for Karakalpak
Mamasaidov, Mukhammadsaid
Shopulatov, Abror
Computation and Language
This study presents several contributions for the Karakalpak language: a FLORES+ devtest dataset translated to Karakalpak, parallel corpora for Uzbek-Karakalpak, Russian-Karakalpak and English-Karakalpak of 100,000 pairs each and open-sourced fine-tuned neural models for translation across these languages. Our experiments compare different model variants and training approaches, demonstrating improvements over existing baselines. This work, conducted as part of the Open Language Data Initiative (OLDI) shared task, aims to advance machine translation capabilities for Karakalpak and contribute to expanding linguistic diversity in NLP technologies.
title Open Language Data Initiative: Advancing Low-Resource Machine Translation for Karakalpak
topic Computation and Language
url https://arxiv.org/abs/2409.04269