Rationale Plausibility on MIMIC-IV ICD-10 SNOMED CT Entity Linking Challenge (test)
21.6Exact SMGemini 2-Flash
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Gemini 2-FlashSettings=-2025.08 | 21.6 | 24.1 | 30.1 | 37.3 | |
| LLaMA-3.3 InsSettings=-2025.08 | 18.6 | 21.5 | 27.8 | 35 | |
| LLaMA-3.3 AWQSettings=-2025.08 | 17.5 | 20.1 | 27.2 | 34.1 | |
| Gemini 1.5-ProSettings=-2025.08 | 13.5 | 14.6 | 20.6 | 26 | |
| Entity-LinkingSettings=-2025.08 | 10.3 | 9.2 | 6.3 | 6.1 | |
| LAATSettings=2002025.08 | 0.7 | 0.8 | 5 | 7.2 | |
| PLM-ICDSettings=2002025.08 | 0.5 | 0.7 | 4.3 | 8.8 | |
| CAMLSettings=2002025.08 | 0.1 | 0.2 | 3.1 | 6.5 |