Symptom-to-diagnosis on iCliniq (test)
48.6Top-1 AccuracyGPT-4o
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| GPT-4o2026.05 | 48.6 | — | 34 | 40 | 68.8 | 26.6 | 55.9 | 36 | 79 | 19 | 66.5 | 29.6 | |
| Full Hybridconfiguration=Complete Framework2026.05 | 42 | — | 29.4 | 34.6 | 63.2 | 22.7 | 47.6 | 30.7 | 71.8 | 16 | 56 | 24.9 | |
| Sym + Fuzzyconfiguration=Ablation: Symbolic + Fuzzy2026.05 | 40.6 | — | 28.4 | 33.4 | 61 | 21.3 | 44.7 | 28.8 | 67.4 | 14.8 | 51.7 | 23 | |
| Sym + Probconfiguration=Ablation: Symbolic + Probabilistic2026.05 | 36.2 | — | 25.4 | 29.8 | 57.8 | 20.3 | 42.7 | 27.5 | 65.2 | 14.2 | 49.9 | 22.1 | |
| Sym-onlyconfiguration=Ablation: Symbolic Only2026.05 | 32.6 | — | 22.8 | 26.9 | 42.6 | 15.3 | 32.1 | 20.7 | 58.2 | 12.6 | 44.4 | 19.7 |