SEACrowd/wikilingua

WikiLingua是一个用于评估跨语言抽象摘要系统的大规模多语言数据集。该数据集从WikiHow12中提取了18种语言的文章和摘要对，WikiHow12是一个高质量、协作的资源，包含由人类作者撰写的关于各种主题的指南。通过对齐文章中用于描述每个步骤的图像，创建了跨语言的黄金标准文章摘要对齐。数据集支持摘要任务，并提供了使用`datasets`和`seacrowd`库加载数据集的示例代码。

We introduce WikiLingua, a large-scale, multilingual dataset for the evaluation of crosslingual abstractive summarization systems. We extract article and summary pairs in 18 languages from WikiHow12, a high quality, collaborative resource of how-to guides on a diverse set of topics written by human authors. We create gold-standard article summary alignments across languages by aligning the images that are used to describe each how-to step in an article.

原始信息汇总

Wikilingua 数据集概述

数据集简介

Wikilingua 是一个大规模的多语言数据集，用于评估跨语言抽象摘要系统的性能。该数据集从 WikiHow 中提取了 18 种语言的文章和摘要对，WikiHow 是一个高质量、协作式的资源，由人类作者编写，涵盖了各种主题的指南。通过将文章中用于描述每个步骤的图像进行对齐，创建了跨语言的黄金标准文章摘要对齐。

语言

• 印尼语 (ind)

支持的任务

• 摘要生成 (Summarization)

数据集使用

使用 datasets 库

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

检查数据集的所有可用子集（配置名称）

print(sc.available_config_names("wikilingua"))

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/esdurmus/Wikilingua

数据集版本

• 源版本: 1.0.0
• SEACrowd 版本: 2024.06.20

数据集许可证

CC-BY-NC-SA 3.0

引用

bibtex @inproceedings{ ladhak-wiki-2020, title={WikiLingua: A New Benchmark Dataset for Multilingual Abstractive Summarization}, author={Faisal Ladhak, Esin Durmus, Claire Cardie and Kathleen McKeown}, booktitle={Findings of EMNLP, 2020}, year={2020} }

@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} }