ICU Mortality on MIMIC-IV (test)
13.7F1 ScoreQwen2.5-7B
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Qwen2.5-7BCompression=None2026.05 | 13.7 | 0.994 | 308.1 | — | |
| LLMLingua2Backbone=Qwen2.5-7B2026.05 | 13.2 | 0.997 | 266.5 | 27.2 | |
| MedTPEBackbone=Qwen2.5-7B2026.05 | 13.2 | 0.99 | 183.1 | 27.2 | |
| Qwen3-1.7BCompression=None2026.05 | 13 | 1 | 66 | — | |
| MedTPEBackbone=Qwen3-1.7B2026.05 | 12.8 | 1 | 43.7 | 25.4 | |
| LLMLingua2Backbone=Qwen3-1.7B2026.05 | 12.7 | 0.983 | 138.7 | 25.4 | |
| MedTPEBackbone=Llama3-8B2026.05 | 12.4 | 0.994 | 181.2 | 32.1 | |
| Llama3-8BCompression=None2026.05 | 12.3 | 0.994 | 378.4 | — | |
| LLMLingua2Backbone=Llama3-8B2026.05 | 12.3 | 0.968 | 389.8 | 32.1 | |
| Qwen2.5-1.5BModel=Qwen2.5-1.5B, Compression=None2026.05 | 12.2 | 0.998 | 38.3 | — | |
| MedTPEModel=Qwen2.5-1.5B, Compression=MedTPE2026.05 | 12.2 | 1 | 23.5 | 27.2 | |
| Qwen2.5-1.5BCompression=None2026.05 | 12.2 | 0.998 | 38.3 | — | |
| MedTPEBackbone=Qwen2.5-1.5B2026.05 | 12.2 | 1 | 23.5 | 27.2 | |
| MedTPEBackbone=Meditron3-8B2026.05 | 11.5 | 0.997 | 96 | 32.1 | |
| Meditron3-8BCompression=None2026.05 | 11.4 | 0.996 | 152.6 | — | |
| MedTPEModel=Llama3-1B, Compression=MedTPE2026.05 | 10.9 | 0.891 | 39.3 | 32.1 | |
| MedTPEBackbone=Llama3-1B2026.05 | 10.9 | 0.891 | 39.3 | 32.1 | |
| LLMLingua2Model=Qwen2.5-1.5B, Compression=LLMLingua22026.05 | 10.3 | 0.899 | 57.5 | 27.2 | |
| LLMLingua2Backbone=Qwen2.5-1.5B2026.05 | 10.3 | 0.899 | 57.5 | 27.2 | |
| T5SummaryModel=Qwen2.5-1.5B, Compression=T5Summary2026.05 | 10 | 0.886 | 6.1 | 99.1 | |
| T5SummaryModel=Llama3-1B, Compression=T5Summary2026.05 | 9.7 | 0.872 | 18.3 | 99.1 | |
| LLMLingua2Backbone=Meditron3-8B2026.05 | 6.3 | 0.763 | 149.6 | 32.1 | |
| LLMLingua2Model=Llama3-1B, Compression=LLMLingua22026.05 | 3.5 | 0.328 | 82.5 | 32.1 | |
| LLMLingua2Backbone=Llama3-1B2026.05 | 3.5 | 0.328 | 82.5 | 32.1 | |
| Llama3-1BModel=Llama3-1B, Compression=None2026.05 | 3.3 | 0.33 | 66 | — | |
| Llama3-1BCompression=None2026.05 | 3.3 | 0.33 | 66 | — | |
| ZeTTModel=Llama3-1B, Compression=ZeTT2026.05 | 1.7 | 0.999 | 201.8 | 32.1 | |
| MedTPEBackbone=Gemma2-2B2026.05 | 1.4 | 0.851 | 56 | 23.7 | |
| Gemma2-2BCompression=None2026.05 | 0.3 | 0.592 | 81 | — | |
| LLMLingua2Backbone=Gemma2-2B2026.05 | 0.3 | 0.216 | 101.6 | 23.7 | |
| ZeTTModel=Qwen2.5-1.5B, Compression=ZeTT2026.05 | 0.1 | 0.751 | 194.2 | 27.2 |