Emotional Valence Classification on MIMIC-IV (External val)
67.65F1 ScoreGatorTron
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GatorTronInput=Anchored, Training Strategy=Standard FT2026.02 | 67.65 | — | |
| GatorTronInput=LP, Training Strategy=Prompt FT2026.02 | 65.98 | — | |
| Med42-70BInput=LP, Training Strategy=Optimized ICL2026.02 | 61.79 | — | |
| Llama-3.3-70BInput=LP, Training Strategy=Zero-shot2026.02 | 59.93 | — | |
| BERTInput=LP, Training Strategy=Prompt FT2026.02 | 59.32 | — | |
| GatorTronInput=Anchored, Training Strategy=Prompt FT2026.02 | 59.18 | — | |
| Llama-3.3-70BInput=LP, Training Strategy=Optimized ICL2026.02 | 59.15 | — | |
| BERTInput=Anchored, Training Strategy=Standard FT2026.02 | 59.1 | — | |
| Med42-70BInput=LP, Training Strategy=Zero-shot2026.02 | 58.71 | — | |
| Med42-8BInput=ICL + LP, Training Strategy=Instruction FT2026.02 | 58.36 | — | |
| BERTInput=Anchored, Training Strategy=Prompt FT2026.02 | 56.55 | — | |
| Llama-3.2-1BInput=LP, Training Strategy=Instruction FT2026.02 | 55.72 | — | |
| Med42-8BInput=LP, Training Strategy=Instruction FT2026.02 | 52.39 | — | |
| Llama-3.2-1BInput=ICL + LP, Training Strategy=Instruction FT2026.02 | 50.83 | — | |
| Med42-70BInput=Anchored, Training Strategy=Zero-shot2026.02 | 44.22 | — | |
| Llama-3.3-70BInput=Anchored, Training Strategy=Zero-shot2026.02 | 35.12 | — | |
| BERTInput=Anchored, Training Strategy=Standard FT2026.02 | — | 60.16 | |
| BERTInput=Anchored, Training Strategy=Prompt FT2026.02 | — | 58.52 | |
| BERTInput=LP, Training Strategy=Prompt FT2026.02 | — | 59.45 | |
| GatorTronInput=Anchored, Training Strategy=Standard FT2026.02 | — | 71.15 | |
| GatorTronInput=Anchored, Training Strategy=Prompt FT2026.02 | — | 60.42 | |
| GatorTronInput=LP, Training Strategy=Prompt FT2026.02 | — | 68.08 | |
| Llama-3.2-1BInput=ICL + LP, Training Strategy=Instruction FT2026.02 | — | 49.36 | |
| Llama-3.2-1BInput=LP, Training Strategy=Instruction FT2026.02 | — | 53.88 | |
| Llama-3.3-70BInput=LP, Training Strategy=Optimized ICL2026.02 | — | 68.25 | |
| Med42-70BInput=LP, Training Strategy=Optimized ICL2026.02 | — | 71.9 | |
| Med42-8BInput=ICL + LP, Training Strategy=Instruction FT2026.02 | — | 56.23 | |
| Med42-8BInput=LP, Training Strategy=Instruction FT2026.02 | — | 53.69 |