ESI prediction on Clinical vignettes
68.47Total DiscriminationQwen2.5-7B + RAG (ESI Handbook)
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Qwen2.5-7B + RAG (ESI Handbook)Time (s/encounter)=7.022026.04 | 68.47 | 15.06 | 53.41 | 8.24 | 32.95 | |
| Fine-Tuned Qwen2.5-7B + RAG (ESI Handbook)Time (s/encounter)=12.592026.04 | 66.19 | 5.4 | 60.8 | 4.26 | 40.34 | |
| GPT-4oTime (s/encounter)=6.152026.04 | 56.98 | 7.41 | 49.57 | 2.28 | 27.64 | |
| Direct Prompting (Qwen2.5-7B)Time (s/encounter)=0.322026.04 | 51.7 | 20.74 | 30.97 | 11.36 | 6.25 | |
| GPT-4o + RAG (ESI Handbook)Time (s/encounter)=8.42026.04 | 48.15 | 10.26 | 37.89 | 3.99 | 13.96 | |
| Fine-Tuned Qwen2.5-7BTime (s/encounter)=0.162026.04 | 25.85 | 13.35 | 12.5 | 6.25 | 2.56 |