Treatment Recommendation on Symptom2Disease (test)
78Top-5 Treatment PrecisionCLIN-LLM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CLIN-LLMUncertainty Estimation=Monte Carlo Dropout, Explainability=High (RAG + Summary)2025.10 | 78 | 4.2 | 67 | |
| Med-PaLMUncertainty Estimation=Some (self-consistency), Explainability=Limited auditability2025.10 | 77 | 4 | — | |
| GPT-5 (API)Uncertainty Estimation=Heuristic prompts, Explainability=Variable2025.10 | 76 | 3.9 | — | |
| BioClinicalBERTExplainability=Moderate (token-level)2025.10 | 62 | 3.6 | — | |
| ClinicalBERT2025.10 | 55 | 3.4 | — |