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arxiv.org favicon[2508.13491] From Scores to Skills: A Cognitive Diagnosis Framework for Evaluating Financial Large Language Models

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FinCDM, a cognitive diagnosis framework, evaluates financial LLMs at the knowledge-skill level using the CPA-KQA dataset, revealing hidden gaps beyond single scores.