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Wan-Qi Zhao

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#artificial intelligence Preprint Oct 2026

Provenance-Aware Belief Updating in Human-AI Feedback Loops

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 models can use supplied report lineage to update according to evidence provenance rather than report count. We i...

Tian-Yi Huang, Eric Liu, Jay Chong et al. · 0 citations

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