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

**Published:** October 6, 2026
**Author:** Im\`ene Goumiri, Mayleen Cortez-Rodriguez, Eric Bell, Amanda Muyskens
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/en/articles/the-reported-engagement-with-ai-level-real-rating-a-framework-for-disclo

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,…

> From the original source: **arXiv — cs.AI**
> [Read full article at arXiv — cs.AI](https://arxiv.org/abs/2610.04021)

**Tags:** #arXiv

---

*AI Qazaqstan — non-commercial informational portal about AI in Kazakhstan. Machine translations and summaries are AI-generated.*