Medical acronym understanding retrieval on Chest X-ray reports
61.1Recall@1LLM2VEC4CXR
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| LLM2VEC4CXRParameters=8B2025.09 | 61.1 | 87.5 | 92.6 | |
| LLM2VEC4CXR+Parameters=1B2025.09 | 60.7 | 85.4 | 91 | |
| LLM2VEC4CXRParameters=1B2025.09 | 55.6 | 79.5 | 87 | |
| BERT4CXR2025.09 | 38.5 | 71 | 80.4 | |
| ClinicalBERT2025.09 | 37.6 | 69.2 | 79.5 | |
| LLM2VECParameters=1B2025.09 | 36.8 | 67.5 | 76.9 | |
| LLM2VECParameters=8B2025.09 | 36.8 | 73.5 | 84.6 | |
| PubMedBERT2025.09 | 27.4 | 47 | 59.8 | |
| CXR-BERT-Specialized2025.09 | 24.8 | 51.3 | 65 | |
| BioClinicalBERT2025.09 | 23.1 | 38.5 | 55.6 | |
| Base-BERT2025.09 | 13.7 | 38.4 | 51.3 |