Author

Matt White

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#artificial intelligence Preprint Oct 2026

NumTrace: Auditing the Number Provenance of Financial Analyst Agents

A numerical claim generated by a financial analyst agent can match a number in a company filing but refer to the wrong entity, concept, period, unit or scope. A check based on reference answers can mark such an answer as wrong but does not explain why it fails. In this paper, we present NumTrace, a new benchmark that a...

Tian-Lei Zhu, Matt White, Xue Liu et al. · 0 citations

#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