30-day Readmission on MIMIC-IV-Note (test)
31.3F1 ScoreLLMLingua2
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| LLMLingua2Backbone=Qwen2.5-1.5B, Compression Method=LLMLingua22026.05 | 31.3 | 95.1 | 9.7 | 27.5 | |
| MedTPEBackbone=Llama3-1B, Compression Method=MedTPE2026.05 | 30.2 | 91.6 | 9 | 25.7 | |
| MedTPEBackbone=Qwen2.5-1.5B, Compression Method=MedTPE2026.05 | 30 | 100 | 5.1 | 27.5 | |
| Qwen2.5-1.5BBackbone=Qwen2.5-1.5B, Compression Method=None2026.05 | 29.8 | 99.1 | 8 | — | |
| Llama3-1BBackbone=Llama3-1B, Compression Method=None2026.05 | 20.1 | 70.2 | 13.2 | — | |
| LLMLingua2Backbone=Llama3-1B, Compression Method=LLMLingua22026.05 | 17.4 | 69.2 | 11.1 | 25.7 |