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arXiv 2206.03216cs.CYcs.AIcs.CL

Data Governance in the Age of Large-Scale Data-Driven Language Technology

Hugging Face;Ontocord;EleutherAI;University of Copenhagen(哥本哈根大学);University of Essex(埃塞克斯大学);AWS AI Research & Education(AWS人工智能研究与教育);Allen Institute for Artificial Intelligence(艾伦人工智能研究所)
Yacine Jernite, Huu Nguyen, Stella Biderman, Anna Rogers, Maraim Masoud, Valentin Danchev, Samson Tan, Alexandra Sasha Luccioni, Nishant Subramani, Gérard Dupon… 展开作者

Yacine Jernite, Huu Nguyen, Stella Biderman, Anna Rogers, Maraim Masoud, Valentin Danchev, Samson Tan, Alexandra Sasha Luccioni, Nishant Subramani, Gérard Dupont, Jesse Dodge, Kyle Lo, Zeerak Talat, Isaac Johnson, Dragomir Radev, Somaieh Nikpoor, Jörg Frohberg, Aaron Gokaslan, Peter Henderson, Rishi Bommasani, Margaret Mitchell

英文摘要:

The recent emergence and adoption of Machine Learning technology, and specifically of Large Language Models, has drawn attention to the need for systematic and transparent management of language data. This work proposes an approach to global language data governance that attempts to organize data management amongst stakeholders, values, and rights. Our proposal is informed by prior work on distributed governance that accounts for human values and grounded by an international research collaboration that brings together researchers and practitioners from 60 countries. The framework we present is a multi-party international governance structure focused on language data, and incorporating technical and organizational tools needed to support its work.

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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