SEACrowd/muse

该数据集包含由Meta使用内部翻译工具创建和发布的110个大规模真实双语词典，这些词典考虑了多义词的情况。数据集包括5000个唯一源词的训练集和1500个唯一源词的测试集，以及多达10万对的更大集合。数据集涵盖了欧洲语言和东南亚语言与英语之间的翻译。The dataset contains 110 large-scale ground-truth bilingual dictionaries created and released by Meta using an internal translation tool. The dictionaries account for polysemy. The data comprises a train and test split of 5000 and 1500 unique source words, as well as a larger set of up to 100k pairs. It comprises European languages in every direction, and SEA languages to and from English.

原始信息汇总

Muse 数据集概述

基本信息

• 名称: Muse
• 许可证: Creative Commons Attribution Non Commercial No Derivatives 4.0 (cc-by-nc-nd-4.0)
• 语言:
  • tgl
  • ind
  • zlm
  • tha
  • vie
• 任务类别: 机器翻译
• 标签: 机器翻译

数据集描述

• 规模: 包含110个大规模真实双语词典。
• 词典特性: 考虑了多义词。
• 数据划分:
  • 训练集: 5000个唯一源词
  • 测试集: 1500个唯一源词
  • 更大集: 最多100k对
• 语言方向: 涵盖欧洲语言的各个方向，以及东南亚语言与英语之间的翻译。

使用方法

使用 datasets 库

python from datasets import load_dataset dset = datasets.load_dataset("SEACrowd/muse", 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("muse", schema="seacrowd")

查看所有可用子集（配置名称）

print(sc.available_config_names("muse"))

使用特定配置加载数据集

dset = sc.load_dataset_by_config_name(config_name="<config_name>")

版本信息

• 源版本: 1.0.0
• SEACrowd版本: 2024.06.20

引用

bibtex @inproceedings{lample2018word, title={Word translation without parallel data}, author={Lample, Guillaume and Conneau, Alexis and Ranzato, MarcAurelio and Denoyer, Ludovic and J{e}gou, Herv{e}}, booktitle={International Conference on Learning Representations}, year={2018}} }

@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} }