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SkillEval: Learning Interpretable Ability Profiles of LLMs via Cognitive Diagnosis Models

Arda, Berke et al.
arXiv (All) · Papers
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artificial-intelligencecomputation-and-languagemachine-learning
Current evaluation of LLMs on benchmarks typically aggregates performance over individual examples into a single scalar score. This approach is overly coarse and ignores the diverse scope of skills covered by benchmark datasets. To address this limitation and better exploit benchmark data, we propos
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