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ResearchOctober 6, 2026

The Reported Engagement with AI Level (REAL) Rating: A Framework for Disclosing Human-AI Collaboration

Generative artificial intelligence has become increasingly incorporated into digital media and more generally into production workflows with which the public frequently interacts. Current provenance standards and disclosure methods frequently rely on binary categorizations,…

Im\`ene Goumiri, Mayleen Cortez-Rodriguez, Eric Bell, Amanda Muyskens·arXiv — cs.AI
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Key Takeaways
  • 01.Generative artificial intelligence has become increasingly incorporated into digital media and more generally into production workflows with which the public frequently interacts
  • 02.Current provenance standards and disclosure methods frequently rely on binary categorizations,…

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