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数据集:一个用于自然语言处理的社区图书馆

Datasets: A Community Library for Natural Language Processing

Hugging Face
Quentin Lhoest, Albert Villanova del Moral, Yacine Jernite, Abhishek Thakur, Patrick von Platen, Suraj Patil, Julien Chaumond, Mariama Drame, Julien Plu, Lewis … 展开作者

Quentin Lhoest, Albert Villanova del Moral, Yacine Jernite, Abhishek Thakur, Patrick von Platen, Suraj Patil, Julien Chaumond, Mariama Drame, Julien Plu, Lewis Tunstall, Joe Davison, Mario Šaško, Gunjan Chhablani, Bhavitvya Malik, Simon Brandeis, Teven Le Scao, Victor Sanh, Canwen Xu, Nicolas Patry, Angelina McMillan-Major, Philipp Schmid, Sylvain Gugger, Clément Delangue, Théo Matussière, Lysandre Debut, Stas Bekman, Pierric Cistac, Thibault Goehringer, Victor Mustar, François Lagunas, Alexander M. Rush, Thomas Wolf

摘要:

随着研究人员提出新的任务、更大的模型和新的基准,公开的NLP数据集的规模、种类和数量迅速增长。Datasets是一个当代NLP的社区库,旨在支持这个生态系统。数据集旨在标准化终端用户界面、版本控制和文档,同时提供一个轻量级的前端,其行为类似于小型数据集和互联网规模的语料库。该库的设计采用了一种分布式的、社区驱动的方法来添加数据集和记录使用情况。经过一年的发展,该库现在包括650多个独特的数据集,有250多个贡献者,并帮助支持各种新颖的跨数据集研究项目和共享任务。该库可在https://github.com/huggingface/datasets上查阅。

英文摘要:

The scale, variety, and quantity of publicly-available NLP datasets has grown rapidly as researchers propose new tasks, larger models, and novel benchmarks. Datasets is a community library for contemporary NLP designed to support this ecosystem. Datasets aims to standardize end-user interfaces, versioning, and documentation, while providing a lightweight front-end that behaves similarly for small datasets as for internet-scale corpora. The design of the library incorporates a distributed, community-driven approach to adding datasets and documenting usage. After a year of development, the library now includes more than 650 unique datasets, has more than 250 contributors, and has helped support a variety of novel cross-dataset research projects and shared tasks. The library is available at https://github.com/huggingface/datasets.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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