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Emotional Valence Classification on MIMIC-IV

67.04PrecisionGatorTron
48.673653.441858.2162.9782Feb 16, 2026

Evaluation results

MethodLinks
GatorTronInput=Anchored, Training Strategy=Standard FT2026.0267.04
GatorTronInput=LP, Training Strategy=Prompt FT2026.0264.8
Med42-8BInput=ICL + LP, Training Strategy=Instruction FT2026.0264.168
BERTInput=LP, Training Strategy=Prompt FT2026.0260.68
Llama-3.2-1BInput=LP, Training Strategy=Instruction FT2026.0260.2
GatorTronInput=Anchored, Training Strategy=Prompt FT2026.0259.98
BERTInput=Anchored, Training Strategy=Standard FT2026.0259.82
Med42-70BInput=LP, Training Strategy=Optimized ICL2026.0259.61
Llama-3.3-70BInput=LP, Training Strategy=Zero-shot2026.0257.39
Llama-3.3-70BInput=LP, Training Strategy=Optimized ICL2026.0257.25
Med42-70BInput=LP, Training Strategy=Zero-shot2026.0256.72
BERTInput=Anchored, Training Strategy=Prompt FT2026.0256.18
Llama-3.2-1BInput=ICL + LP, Training Strategy=Instruction FT2026.0254.97
Med42-70BInput=Anchored, Training Strategy=Zero-shot2026.0254.86
Med42-8BInput=LP, Training Strategy=Instruction FT2026.0253.8
Llama-3.3-70BInput=Anchored, Training Strategy=Zero-shot2026.0249.38