Clinical Efficacy Scoring on MIMIC-CXR (test)
47.2Example-based PrecisionMCA-RG
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| MCA-RGLLM=7B2025.07 | 47.2 | 40.6 | 40.8 | 44.3 | 30.6 | 33.5 | |
| ORIDYear=2021, LLM=7B2025.07 | 43.5 | 29.5 | 35.2 | — | — | — | |
| WarmStartYear=2023, LLM=None2025.07 | 41.8 | 36.7 | 36.7 | 41.7 | 29.5 | 30.6 | |
| MiniGPT-Med*Year=2024, LLM=7B2025.07 | 33.5 | 24.5 | 26.4 | 23.6 | 18.8 | 17.5 | |
| R2GenCMNYear=2022, LLM=None2025.07 | 33.4 | 27.5 | 27.8 | 35.4 | 27.1 | 27.5 | |
| R2GenYear=2020, LLM=None2025.07 | 33.3 | 27.3 | 27.6 | 29.7 | 18.9 | 19.3 |