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Text Classification on GoEmotions (ECE, Brier, AUROC, F1)

6.5ECESemantic Softmax
4.46418.20731.9545.693May 10, 2026

Evaluation results

MethodLinks
Semantic SoftmaxModel=Phi-4-mini2026.056.558.875.625.3
Semantic SoftmaxModel=Qwen-3-1.7B2026.056.959.176.326.7
StandardModel=Phi-4-mini2026.0542.179.574.423.6
StandardModel=Qwen-3-1.7B2026.0557.484.271.222.9