Clinical Similarity Matching on Chest X-ray reports
0.404RadGraphLLM2VEC
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| LLM2VECParameters=8B2025.09 | 0.404 | 0.689 | 0.722 | 0.667 | |
| LLM2VEC4CXRParameters=8B2025.09 | 0.402 | 0.712 | 0.727 | 0.676 | |
| LLM2VEC4CXRParameters=1B2025.09 | 0.396 | 0.705 | 0.723 | 0.653 | |
| LLM2VECParameters=1B2025.09 | 0.392 | 0.682 | 0.724 | 0.662 | |
| LLM2VEC4CXR+Parameters=1B2025.09 | 0.373 | 0.715 | 0.724 | 0.686 | |
| ClinicalBERT2025.09 | 0.336 | 0.284 | 0.711 | 0.665 | |
| Base-BERT2025.09 | 0.324 | 0.206 | 0.693 | 0.632 | |
| BERT4CXR2025.09 | 0.313 | 0.275 | 0.708 | 0.642 | |
| PubMedBERT2025.09 | 0.309 | 0.227 | 0.696 | 0.638 | |
| BioClinicalBERT2025.09 | 0.298 | 0.207 | 0.681 | 0.616 | |
| CXR-BERT-Specialized2025.09 | 0.284 | 0.297 | 0.678 | 0.664 |