Medical Text Classification on Symptom2Disease
98AccuracyCLIN-LLM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CLIN-LLM2025.10 | 98 | 98 | 98 | 98 | |
| GPT-5Evaluation Protocol=zero-shot2025.10 | 92.3 | 89.1 | 94.9 | 87.5 | |
| BioClinicalBERT2025.10 | 91.1 | 91.7 | 90.9 | 93.1 | |
| MCESetting=Offline2026.01 | 89.2 | — | — | — | |
| ClinicalBERT2025.10 | 88.5 | 89.2 | 88.4 | 88.8 | |
| ICLSetting=Offline2026.01 | 84.4 | — | — | — | |
| ACESetting=Offline2026.01 | 79.2 | — | — | — | |
| MCE (w/o skills)Setting=Online2026.01 | 76.9 | — | — | — | |
| MCESetting=Online2026.01 | 76.4 | — | — | — | |
| MIPROv2Setting=Offline2026.01 | 73.1 | — | — | — | |
| DCSetting=Online2026.01 | 73.1 | — | — | — | |
| GEPASetting=Offline2026.01 | 70.8 | — | — | — | |
| Base ModelSetting=Base2026.01 | 63.7 | — | — | — | |
| ACESetting=Online2026.01 | 62.3 | — | — | — |