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Dataset
MaLA-LM

MaLA-LM/mala-bilingual-translation-corpus

MaLA Corpus: Massive Language Adaptation Corpus This MaLA-LM/mala-bilingual-translation-corpus is the MaLA bilingual translation corpus, collected and processed from various sources. As a part of MaLA Corpus that aims to enhance massive language adaptation in many languages, it contains bilingual translation data (aka, parallel data and bitexts) in 2,500+ language pairs (500+ languages). Key statistics of all language pairs available at… See the full description on the dataset page: https://huggingface.co/datasets/MaLA-LM/mala-bilingual-translation-corpus.

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Thành tựu nổi bật

Những danh hiệu mới nhất của dự án

1
TINIX TRENDING·Chủ đề: arxiv:2409.17892

#1 Repository Của Tuần

2
TINIX TRENDING·Chủ đề: size_categories:10B<n<100B

#2 Repository Của Tuần

1
TINIX TRENDING·Chủ đề: arxiv:2409.17892

#1 Repository Của Tháng

🌍 Bộ dữ liệu bản dịch song ngữ khổng lồ cho 500+ ngôn ngữ

Hơn 2.500 cặp ngôn ngữ, hơn 1 tỷ cặp câu, được làm sạch và chuẩn hóa hoàn toàn tự động.

MaLA-LM/mala-bilingual-translation-corpus là một phần của dự án MaLA Corpus, nhằm hỗ trợ việc liên tục tiền huấn luyện các mô hình ngôn ngữ lớn (LLM) đa ngôn ngữ. Bộ dữ liệu này chứa dữ liệu bản dịch song ngữ (song ngữ và paralell data) trong hơn 2.500 cặp ngôn ngữ, bao phủ trên 500 ngôn ngữ khác nhau.

✨ Điểm nổi bật

  • Phạm vi ngôn ngữ rộng: Bao phủ 2.500+ cặp ngôn ngữ, hơn 500 ngôn ngữ.
  • Tiền xử lý sạch sẽ: Dữ liệu được làm sạch để loại bỏ nội dung không liên quan.
  • Loại bỏ trùng lặp: Đảm bảo chất lượng dữ liệu bằng cách xóa các mục trùng lặp.
  • Chuẩn hóa mã ngôn ngữ: Áp dụng chuẩn ISO 639-3 để đảm bảo đồng nhất.
  • Hỗ trợ pre-training: Dùng cho việc liên tụng tiền huấn luyện LLM.
  • Hỗ trợ huấn luyện mô hình dịch: Dùng cho huấn luyện mô hình dịch thuật đa ngôn ngữ.

💡 Vì sao đáng chú ý

Không giống như các bộ dữ liệu dịch thuật thông thường chỉ tập trung vào một vài ngôn ngữ chính, MaLA Corpus mở rộng phạm vi đến cả những ngôn ngữ ít nguồn (low-resource), giúp các nhà nghiên cứu phát triển mô hình có khả năng dịch tốt hơn cho cả ngàn ngôn ngữ nhỏ lẻ. Bộ dữ liệu này đã được sử dụng để huấn luyện mô hình emma-500, chứng minh tiềm năng thực tế trong cải thiện khả năng đa ngôn ngữ của LLM.


#MachineTranslation #MultilingualAI #OpenData #Pretraining #TiniX

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