Jargonautica
Governance, Law and Regulation

Copyright and Training Data

Also called: Copyright

The unresolved question of whether training a model on copyrighted material requires permission. Rights holders argue it is copying at industrial scale; developers argue it is analysis rather than reproduction and comparable to a person reading. Cases are working through courts in several countries with mixed outcomes. Separately there is the question of whether the output itself can infringe, and who owns it.

Technical view

Three issues are frequently conflated: the legality of ingestion, the legality of outputs that reproduce protected expression, and the copyright status of generated material. Jurisdictions differ, with text and data mining exceptions in some places, fair use argued in the United States, and opt-out regimes elsewhere. Verbatim memorisation, which deduplication reduces, is central to output-side claims. Practical mitigations for anyone deploying include output filtering against known works, indemnities offered by some providers, and provenance records for anything used in fine-tuning.


Part of AI Terminology Index, section: Governance, Law and Regulation.

How it connects

Copyright and Training Data links to 13 other terms, and the 12 closest are drawn here. The faint lines are links between those terms. See it in the full graph.

Training CorpusTraining CorpusConsent and LikenessConsent and LikenessAI Crawlers and robots.txtAI Crawlers and rob…Data LicensingData LicensingCommon Crawl and Web ScrapingCommon Crawl and We…Provenance and WatermarkingProvenance and Wate…Text to ImageText to ImageConsentConsentEuropean Union Artificial Intelligence ActEuropean Union Arti…Data Curation and DeduplicationData Curation and D…General-purpose AI ModelGeneral-purpose AI …Music GenerationMusic GenerationCopyright and Training Data