# Whose Transparency is it Anyway? Understanding Generative AI Transparency Needs and Gaps Across Stakeholders

**Published:** November 5, 2026
**Author:** Genevieve Smith, Sahiba Chopra, Natalia Luka, Min Kyung Lee
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/en/articles/whose-transparency-is-it-anyway-understanding-generative-ai-transparency

arXiv:2611.05549v1 Announce Type: new Abstract: Transparency has become a central principle in AI governance, yet there is little agreement about what transparency means, for whom, and in what contexts. Drawing on interpretive flexibility within the Social Construction of…

> From the original source: **arXiv — cs.AI**
> [Read full article at arXiv — cs.AI](https://arxiv.org/abs/2611.05549)

**Tags:** #arXiv

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