Open Language Data Initiative: Advancing Low-Resource Machine
  Translation for Karakalpak
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.
66e0117bb37ddb97cddb55aa
Mukhammadsaid Mamasaidov
admin_assigned
2024-09-10T09:53:36.862Z
62c41a73f674ac1d4da089a1
https://cdn-avatars.huggingface.co/v1/production/uploads/62c41a73f674ac1d4da089a1/E_3cCv1E60aQbcOW3_2uQ.png
Mukhammadsaid Mamasaidov
user
mukhammadsaid
66e0117bb37ddb97cddb55ab
Abror Shopulatov
admin_assigned
2024-09-10T09:53:42.859Z
631c357c38ede3a38d3d1da4
https://cdn-avatars.huggingface.co/v1/production/uploads/1671936286196-631c357c38ede3a38d3d1da4.jpeg
Abror Shopulatov
user
murodbek
Open Language Data Initiative: Advancing Low-Resource Machine
  Translation for Karakalpak
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.
The study provides datasets and neural models for Karakalpak language translation, demonstrating improvements over existing baselines.
neural models translation parallel corpora Open Language Data Initiative