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arxiv_llm_reliability · Oct 28, 2026 · paper

Source brief

Right Numbers, Wrong Questions: Evaluating LLMs on Underspecified Financial Queries

arxiv.orgOct 28, 2026
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In brief

Financial assistants answer questions that sound factual but depend on what the user leaves unsaid: what a data figure measures, which product variant is meant, and the investor's situation and the rules that apply. An assistant that ignores these can still answer with a real num

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