Phenotyping on MIMIC-IV (test)
21.8F1 ScoreMedTPE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MedTPEModel=Qwen2.5-1.5B, Compression=MedTPE2026.05 | 21.8 | 99.9 | 13 | 29.7 | |
| MedTPEBackbone=Qwen2.5-1.5B2026.05 | 21.8 | 99.9 | 13 | 29.7 | |
| MedTPEBackbone=Meditron3-8B2026.05 | 20.4 | 99.9 | 52.6 | 32.4 | |
| Qwen2.5-1.5BModel=Qwen2.5-1.5B, Compression=None2026.05 | 20.1 | 96.9 | 29.7 | — | |
| Qwen2.5-1.5BCompression=None2026.05 | 20.1 | 96.9 | 29.7 | — | |
| Qwen2.5-7BCompression=None2026.05 | 18.9 | 99.5 | 165.3 | — | |
| Meditron3-8BCompression=None2026.05 | 18.3 | 99.8 | 84.4 | — | |
| MedTPEBackbone=Qwen2.5-7B2026.05 | 17.4 | 98.8 | 94.8 | 29.7 | |
| Llama3-8BCompression=None2026.05 | 17.3 | 99.9 | 193.8 | — | |
| MedTPEBackbone=Llama3-8B2026.05 | 16.4 | 99.9 | 95.7 | 32.4 | |
| Qwen3-1.7BCompression=None2026.05 | 13.9 | 99.8 | 43.8 | — | |
| MedTPEBackbone=Qwen3-1.7B2026.05 | 13.7 | 98.7 | 23.4 | 29.7 | |
| Gemma2-2BCompression=None2026.05 | 13.2 | 99.4 | 32.9 | — | |
| MedTPEBackbone=Gemma2-2B2026.05 | 11.9 | 98.7 | 16.5 | 24 | |
| MedTPEModel=Llama3-1B, Compression=MedTPE2026.05 | 11.4 | 87 | 22.3 | 32.4 | |
| MedTPEBackbone=Llama3-1B2026.05 | 11.4 | 87 | 22.3 | 32.4 | |
| ZeTTModel=Qwen2.5-1.5B, Compression=ZeTT2026.05 | 11.2 | 89.7 | 115.2 | 29.7 | |
| ZeTTModel=Llama3-1B, Compression=ZeTT2026.05 | 10.7 | 99.7 | 113.2 | 32.4 | |
| LLMLingua2Backbone=Qwen2.5-7B2026.05 | 8.2 | 84.1 | 151.7 | 29.7 | |
| T5SummaryModel=Llama3-1B, Compression=T5Summary2026.05 | 7.8 | 83.8 | 13.6 | 98.9 | |
| LLMLingua2Backbone=Qwen3-1.7B2026.05 | 7.4 | 96.4 | 145.6 | 29.7 | |
| T5SummaryModel=Qwen2.5-1.5B, Compression=T5Summary2026.05 | 7.3 | 86.5 | 7.7 | 98.8 | |
| LLMLingua2Backbone=Llama3-8B2026.05 | 6.5 | 78 | 231.1 | 32.4 | |
| LLMLingua2Model=Llama3-1B, Compression=LLMLingua22026.05 | 5.8 | 50 | 38.7 | 32.4 | |
| LLMLingua2Backbone=Llama3-1B2026.05 | 5.8 | 50 | 38.7 | 32.4 | |
| Llama3-1BModel=Llama3-1B, Compression=None2026.05 | 5 | 49.2 | 50.2 | — | |
| Llama3-1BCompression=None2026.05 | 5 | 49.2 | 50.2 | — | |
| LLMLingua2Backbone=Meditron3-8B2026.05 | 4.6 | 50.8 | 125.4 | 32.4 | |
| LLMLingua2Backbone=Gemma2-2B2026.05 | 2.3 | 47.8 | 69 | 24 | |
| LLMLingua2Model=Qwen2.5-1.5B, Compression=LLMLingua22026.05 | 2 | 39.9 | 41 | 29.7 | |
| LLMLingua2Backbone=Qwen2.5-1.5B2026.05 | 2 | 39.9 | 41 | 29.7 |