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Tianyu Shi

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#artificial intelligence Preprint Sep 2026

Your Agent Says Yes: Interpreting Adversarial Market Behavior Beyond Individual Transactions

Repeated runs show that category-level and within-trajectory relations can recur even when normalized score-change rankings do not, and motivate agent-behavior evaluation that links communication, authorization, and evolving state instead of treating individual transaction verdicts as complete safety judgments.

Ze-Lin Li, Yi-Yun Su, Matt White et al. · 0 citations
#artificial intelligence Preprint Mar 2026

PeopleSearchBench: Evaluating AI-Powered People Search Platforms with Criteria-Grounded Verification

PeopleSearchBench, an open-source benchmark comprising 119 multilingual queries across four scenarios: corporate recruiting, B2B sales prospecting, expert search, and influencer discovery, finds that multi-source search agents significantly outperform single-domain systems, particularly in influencer discovery where th...

Tianyu Shi, Wei Wang, Zequn Xie et al. · 0 citations

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