Author

Zhao-Yi Li

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#artificial intelligence Review Sep 2026

Claim-Gated Source-Risk Auditing for Generative Search

A generative search answer can cite a supported passage yet omit a source relationship that changes its interpretation. We specify a claim-gated audit of the query-source-answer tuple. An omission is resolved only when relationship evidence, answer adoption, materiality, and disclosure are all observed; incomplete evid...

Kai-Nan Zhou, Chu-Hong Xu, Gang-Zhen Qian et al. · 0 citations

#artificial intelligence Preprint Sep 2026

IBBench-Light: A Paired Evaluation of Task-Conditioned Responses to External Directives

An external record may contain a procedure to apply or text to read, depending on the user's request. IBBench-Light tests both uses against the same record. Twelve semantic bases yield 144 matched pairs per model; four quantized instruction models produced 1,152 archived greedy responses. Paired exact-contract accuracy...

Kai-Nan Zhou, Zhao-Yi Li, Janet Sung et al. · 0 citations