SEACrowd/vimqa
收藏Vimqa 数据集概述
基本信息
- 名称: Vimqa
- 语言: 越南语 (vie)
- 任务类别: 问答 (question-answering)
- 标签: 问答 (question-answering)
- 数据集版本:
- 源版本: 1.0.0
- SEACrowd版本: 2024.06.20
- 许可证: 其他 (others)
- 数据集主页: https://github.com/vimqa/vimqa
数据集描述
- 规模: 超过10,000个基于维基百科的多跳问答对。
- 特点:
- 问题需要对多个段落进行高级推理。
- 提供句子级别的支持事实，使问答模型能够推理并解释答案。
- 包含多种类型的推理，测试模型的推理和提取相关证据的能力。
- 数据集为越南语，属于低资源语言。
使用方法
使用 datasets 库
python from datasets import load_dataset dset = datasets.load_dataset("SEACrowd/vimqa", 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("vimqa", schema="seacrowd")
检查数据集的所有可用子集（配置名称）
print(sc.available_config_names("vimqa"))
使用特定配置加载数据集
dset = sc.load_dataset_by_config_name(config_name="<config_name>")
引用
bibtex @inproceedings{le-etal-2022-vimqa, title = "{VIMQA}: A {V}ietnamese Dataset for Advanced Reasoning and Explainable Multi-hop Question Answering", author = "Le, Khang and Nguyen, Hien and Le Thanh, Tung and Nguyen, Minh", editor = "Calzolari, Nicoletta and B{e}chet, Fr{e}d{e}ric and Blache, Philippe and Choukri, Khalid and Cieri, Christopher and Declerck, Thierry and Goggi, Sara and Isahara, Hitoshi and Maegaard, Bente and Mariani, Joseph and Mazo, H{e}l{e}ne and Odijk, Jan and Piperidis, Stelios", booktitle = "Proceedings of the Thirteenth Language Resources and Evaluation Conference", month = jun, year = "2022", address = "Marseille, France", publisher = "European Language Resources Association", url = "https://aclanthology.org/2022.lrec-1.700", pages = "6521--6529", }
@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} }
