SEACrowd/sea_madlad
收藏SEA MADLAD 数据集概述
数据集简介
SEA MADLAD 是 MADLAD-400（多语言审计数据集：低资源和文档级）的一个子集，基于 Common Crawl 构建。该数据集仅包含“干净”子集中的语言，涵盖了东南亚地区的 36 种本土语言，总计 419 种语言。由于 MADLAD 审计过程中决定从“干净”版本中移除某些语言，因此这些语言在此版本中不可用。
语言
ace, akb, ban, bbc, bew, btx, ceb, fil, gor, hil, iba, ilo, ind, jav, kac, khm, kxd, lao, mad, mak, meo, min, mkn, msa, msi, mya, nij, nut, pag, shn, sun, tet, tha, vie, war
支持的任务
自监督预训练（Self Supervised Pretraining）
数据集使用
使用 datasets 库
python from datasets import load_dataset dset = datasets.load_dataset("SEACrowd/sea_madlad", trust_remote_code=True)
使用 seacrowd 库
python import seacrowd as sc
使用默认配置加载数据集
dset = sc.load_dataset("sea_madlad", schema="seacrowd")
检查数据集的所有可用子集（配置名称）
print(sc.available_config_names("sea_madlad"))
使用特定配置加载数据集
dset = sc.load_dataset_by_config_name(config_name="<config_name>")
数据集版本
- 源版本：1.0.0
- SEACrowd 版本：2024.06.20
数据集许可证
Creative Commons Attribution 4.0 (cc-by-4.0)
引用
plaintext @misc{kudugunta2023madlad400, title={MADLAD-400: A Multilingual And Document-Level Large Audited Dataset}, author={Sneha Kudugunta and Isaac Caswell and Biao Zhang and Xavier Garcia and Christopher A. Choquette-Choo and Katherine Lee and Derrick Xin and Aditya Kusupati and Romi Stella and Ankur Bapna and Orhan Firat}, year={2023}, eprint={2309.04662}, archivePrefix={arXiv}, primaryClass={cs.CL} }
@article{lovenia2024seacrowd, title={SEACrowd: A Multilingual Multimodal Data Hub and Benchmark Suite for Southeast Asian Languages}, author={Holy Lovenia and Rahmad Mahendra and Salsabil Maulana Akbar and Lester James V. Miranda and Jennifer Santoso and Elyanah Aco and Akhdan Fadhilah and Jonibek Mansurov and Joseph Marvin Imperial and Onno P. Kampman and Joel Ruben Antony Moniz and Muhammad Ravi Shulthan Habibi and Frederikus Hudi and Railey Montalan and Ryan Ignatius and Joanito Agili Lopo and William Nixon and Börje F. Karlsson and James Jaya and Ryandito Diandaru and Yuze Gao and Patrick Amadeus and Bin Wang and Jan Christian Blaise Cruz and Chenxi Whitehouse and Ivan Halim Parmonangan and Maria Khelli and Wenyu Zhang and Lucky Susanto and Reynard Adha Ryanda and Sonny Lazuardi Hermawan and Dan John Velasco and Muhammad Dehan Al Kautsar and Willy Fitra Hendria and Yasmin Moslem and Noah Flynn and Muhammad Farid Adilazuarda and Haochen Li and Johanes Lee and R. Damanhuri and Shuo Sun and Muhammad Reza Qorib and Amirbek Djanibekov and Wei Qi Leong and Quyet V. Do and Niklas Muennighoff and Tanrada Pansuwan and Ilham Firdausi Putra and Yan Xu and Ngee Chia Tai and Ayu Purwarianti and Sebastian Ruder and William Tjhi and Peerat Limkonchotiwat and Alham Fikri Aji and Sedrick Keh and Genta Indra Winata and Ruochen Zhang and Fajri Koto and Zheng-Xin Yong and Samuel Cahyawijaya}, year={2024}, eprint={2406.10118}, journal={arXiv preprint arXiv: 2406.10118} }
