SEACrowd/bactrian_x

Bactrian-X数据集是一个包含52种语言的3.4M指令-响应对的集合。这些数据是通过将67K英文指令（来自alpaca-52k和dolly-15k）使用Google Translate API翻译成51种语言，然后使用ChatGPT（gpt-3.5-turbo）生成自然响应而得到的。数据集支持指令调优任务，并对几种语言的响应质量进行了人工评估，特别是对缅甸语和他加禄语的评估。

The Bactrian-X dataset is a collection of 3.4M instruction-response pairs in 52 languages. These pairs were obtained by translating 67K English instructions (from alpaca-52k and dolly-15k) into 51 languages using the Google Translate API, and then generating natural responses using ChatGPT (gpt-3.5-turbo). The dataset supports instruction-tuning tasks and includes human evaluations of response quality for several languages, particularly Burmese and Tagalog.

原始信息汇总

Bactrian X 数据集概述

数据集简介

Bactrian-X 数据集是一个包含 340 万条指令-响应对的集合，涵盖 52 种语言。该数据集通过将 67,000 条英语指令（来自 alpaca-52k 和 dolly-15k）翻译成 51 种语言，并使用 Google Translate API 进行翻译，然后将翻译后的指令输入 ChatGPT（gpt-3.5-turbo）以获取自然响应，最终生成 340 万条指令-响应对。

语言

数据集涵盖以下语言：

• 缅甸语 (mya)
• 他加禄语 (tgl)
• 印度尼西亚语 (ind)
• 高棉语 (khm)
• 泰语 (tha)
• 越南语 (vie)

支持的任务

• 指令调优 (Instruction Tuning)

数据集版本

• 源版本: 1.0.1
• SEACrowd 版本: 2024.06.20

数据集许可证

Creative Commons Attribution Non Commercial 4.0 (cc-by-nc-4.0)

引用

在使用 Bactrian X 数据集时，请引用以下文献：

@misc{li2023bactrianx, title={Bactrian-X : A Multilingual Replicable Instruction-Following Model with Low-Rank Adaptation}, author={Haonan Li and Fajri Koto and Minghao Wu and Alham Fikri Aji and Timothy Baldwin}, year={2023}, eprint={2305.15011}, 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} }