CAREBench provides the first benchmark with full inferential chain annotations for appraisal reasoning and emotion understanding in LLMs, showing that stronger models still fall short on reasoning steps and capturing subjective human differences.
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CAREBench: Evaluating LLMs' Emotion Understanding by Assessing Cognitive Appraisal Reasoning
CAREBench provides the first benchmark with full inferential chain annotations for appraisal reasoning and emotion understanding in LLMs, showing that stronger models still fall short on reasoning steps and capturing subjective human differences.