SEACrowd/seaeval
收藏Seaeval 数据集概述
基本信息
- 名称: Seaeval
- 许可证: Creative Commons Attribution Non Commercial 4.0 (cc-by-nc-4.0)
- 语言:
- 印尼语 (ind)
- 越南语 (vie)
- 马来语 (zlm)
- 菲律宾语 (fil)
- 任务类别:
- 常识推理 (commonsense-reasoning)
- 问答 (question-answering)
数据集描述
Seaeval 是一个用于评估多语言大型语言模型（LLMs）的基准工具包。该基准包含 28 个数据集，涵盖 7 种语言。其中包括 2 个跨语言一致性数据集，每个数据集包含 7 种语言的平行问题。此外，还包括 4 个文化推理数据集（多项选择问答），这些数据集以英语为主，但聚焦于新加坡和菲律宾等地区。
支持的任务
- 常识推理
- 问答
数据集版本
- 源版本: 1.0.0
- SEACrowd 版本: 2024.06.20
数据集加载
使用 datasets 库
python from datasets import load_dataset dset = datasets.load_dataset("SEACrowd/seaeval", 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("seaeval", schema="seacrowd")
查看所有可用子集（配置名称）
print(sc.available_config_names("seaeval"))
使用特定配置加载数据集
dset = sc.load_dataset_by_config_name(config_name="<config_name>")
数据集主页
https://github.com/SeaEval/SeaEval
引用
bibtex @article{SeaEval2023, title={SeaEval for Multilingual Foundation Models: From Cross-Lingual Alignment to Cultural Reasoning}, author={Wang, Bin and Liu, Zhengyuan and Huang, Xin and Jiao, Fangkai and Ding, Yang and Aw, Ai Ti and Chen, Nancy F.}, journal={arXiv preprint arXiv:2309.04766}, year={2023}, url={https://github.com/SeaEval/SeaEval} }
@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} }
