SEACrowd/phoatis

这是第一个公开的越南语意图检测和槽填充数据集。数据包含5871个从ATIS手动翻译成越南语的英语话语。

原始信息汇总

Phoatis 数据集概述

基本信息

• 名称: Phoatis
• 语言: 越南语 (vie)
• 任务类别:
  • 意图分类 (intent-classification)
  • 槽填充 (slot-filling)
• 标签:
  • 意图分类
  • 槽填充
• 数据集版本:
  • 源版本: 1.0.0
  • SEACrowd版本: 2024.06.20
• 许可证: 未知 (unknown)

数据集描述

• 数据来源: 该数据集是首个公开的越南语意图检测和槽填充数据集。数据包含5871条从ATIS数据集中手动翻译成越南语的英语语句。

支持的任务

• 意图分类
• 槽填充

数据集加载

使用 datasets 库

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

检查数据集的所有可用子集（配置名称）

print(sc.available_config_names("phoatis"))

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/VinAIResearch/JointIDSF/

引用

• 如果使用 Phoatis 数据集，请引用以下内容：

@article{dao2021intent, title={Intent Detection and Slot Filling for Vietnamese}, author={Mai Hoang Dao and Thinh Hung Truong and Dat Quoc Nguyen}, year={2021}, eprint={2104.02021}, 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} }