Work

Open Language Data Initiative: Advancing Low-Resource Machine Translation for Karakalpak

Year: 2024

Type: conference-paper

Abstract: 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.

Source: Conference on Machine Translation (WMT)

DOI: 10.18653/v1/2024.wmt-1.48

Authors: Mukhammadsaid Mamasaidov, Abror Shopulatov

Language: English

Topic: Natural Language Processing Techniques

Subfield: Artificial Intelligence

Field: Computer Science

Domain: Physical Sciences

Open Access status: hybrid

OpenAlex ID: W4404781530

FWCI: 1.453

Cites:

Cited by: 5

Related to: 10