Author

R. Wang

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Review Jul 2026

Confidently Wrong: Detecting Hallucinations in Financial Question Answering from LLM Internal States

Probing can be a cost-effective triage mechanism for routing LLM answers to human review and quality control procedures in high-stakes financial applications and shows that among confident answers, those for which all eight resamples agree, 15-23% are wrong on FinQA.

R. Wang · arXiv.org · 0 citations