contrastive-emotions

The paper presents Chiaro, a new benchmark dataset for contrastive emotion recognition where two individuals experience opposing emotions from a shared event, grounded in appraisal theory. It evaluates seven LLMs and four emotion classifiers, revealing that current models fall short of human performance.