Emotional Valence Classification on MIMIC-IV
67.04PrecisionGatorTron
Evaluation Results
| Method | Links | |
|---|---|---|
| GatorTronInput=Anchored, Training Strategy=Standard FT2026.02 | 67.04 | |
| GatorTronInput=LP, Training Strategy=Prompt FT2026.02 | 64.8 | |
| Med42-8BInput=ICL + LP, Training Strategy=Instruction FT2026.02 | 64.168 | |
| BERTInput=LP, Training Strategy=Prompt FT2026.02 | 60.68 | |
| Llama-3.2-1BInput=LP, Training Strategy=Instruction FT2026.02 | 60.2 | |
| GatorTronInput=Anchored, Training Strategy=Prompt FT2026.02 | 59.98 | |
| BERTInput=Anchored, Training Strategy=Standard FT2026.02 | 59.82 | |
| Med42-70BInput=LP, Training Strategy=Optimized ICL2026.02 | 59.61 | |
| Llama-3.3-70BInput=LP, Training Strategy=Zero-shot2026.02 | 57.39 | |
| Llama-3.3-70BInput=LP, Training Strategy=Optimized ICL2026.02 | 57.25 | |
| Med42-70BInput=LP, Training Strategy=Zero-shot2026.02 | 56.72 | |
| BERTInput=Anchored, Training Strategy=Prompt FT2026.02 | 56.18 | |
| Llama-3.2-1BInput=ICL + LP, Training Strategy=Instruction FT2026.02 | 54.97 | |
| Med42-70BInput=Anchored, Training Strategy=Zero-shot2026.02 | 54.86 | |
| Med42-8BInput=LP, Training Strategy=Instruction FT2026.02 | 53.8 | |
| Llama-3.3-70BInput=Anchored, Training Strategy=Zero-shot2026.02 | 49.38 |