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