Frontier LLMs reach a shared zero-shot ceiling of ~39% accuracy on 13-class emotion classification with Gemini highest but no pairwise statistical differences.
SemEval-2007 task 14: Affective text,
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Quantifying the Affective Gap: A Zero-Shot Evaluation of LLMs on Fine-Grained Emotion Taxonomies
Frontier LLMs reach a shared zero-shot ceiling of ~39% accuracy on 13-class emotion classification with Gemini highest but no pairwise statistical differences.