Provenance-Aware Belief Updating in Human-AI Feedback Loops.

arXiv:2610.13008v2 Announce Type: replace Abstract: In repeated human-AI interaction, a single observation can be quoted, summarized, and returned to a model as multiple reports, making repetition look like independent corroboration. We study whether language