Anemia prediction on EHRSHOT (test)
57.01AccuracyEHR-RAG
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| EHR-RAGLLM Backbone=GPT-52026.01 | 57.01 | 44.07 | 80.31 | 43 | 43.59 | 9.38 | |
| Uniform RAGLLM Backbone=GPT-52026.01 | 48.42 | 32.39 | 72.65 | 26.97 | 22.68 | 7.27 | |
| ReAct RAGLLM Backbone=GPT-52026.01 | 46.15 | 31.64 | 69.37 | 27.23 | 22.68 | 7.27 | |
| Direct GenerationLLM Backbone=GPT-52026.01 | 44.57 | 28.38 | 70.74 | 17.3 | 18.48 | 7.02 | |
| Rule-based RAGLLM Backbone=GPT-52026.01 | 44.34 | 26.21 | 67.61 | 17.33 | 16.3 | 3.57 | |
| RAGLLM Backbone=GPT-52026.01 | 42.08 | 20.44 | 70.43 | 18.85 | 12.9 | 0 |