Medication Prediction on MIMIC-IV epilepsy (test)
34EM@1MANANA-Multi
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MANANA-MultiMethod Category=Prompt optimization2026.06 | 34 | 47.3 | 56.6 | 61.5 | 39.8 | |
| MANANA-SingleMethod Category=Prompt optimization2026.06 | 31.3 | 40 | 60 | 65.4 | 26.5 | |
| Base PromptMethod Category=Direct LLM prompting, Learning configuration=0-learning2026.06 | 30.7 | 36 | 57.2 | 57.7 | 24.5 | |
| ExpeLMethod Category=Prompt optimization2026.06 | 28.7 | 28.7 | 48 | 32.7 | 26.5 | |
| TextGradMethod Category=Prompt optimization2026.06 | 28 | 32.7 | 58 | 48.1 | 24.5 | |
| EpiPickMethod Category=Expert System2026.06 | 18.4 | 40.5 | 40.5 | 40.5 | — | |
| Naive BayesMethod Category=Classical methods2026.06 | 9 | 16.9 | 36 | 43.6 | 4.5 |