Report Summarization Retrieval on Chest X-ray reports
21.2Recall@1LLM2VEC4CXR
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| LLM2VEC4CXRParameters=8B2025.09 | 21.2 | 30.5 | 35.2 | |
| LLM2VEC4CXR+Parameters=1B2025.09 | 20.3 | 29.5 | 33.9 | |
| LLM2VEC4CXRParameters=1B2025.09 | 16.2 | 22.5 | 26.1 | |
| LLM2VECParameters=8B2025.09 | 9 | 14.5 | 17.2 | |
| CXR-BERT-Specialized2025.09 | 8.2 | 15.5 | 19.6 | |
| LLM2VECParameters=1B2025.09 | 5.3 | 9.3 | 11.6 | |
| BERT4CXR2025.09 | 4.8 | 9.3 | 11.8 | |
| PubMedBERT2025.09 | 3 | 6.6 | 9.7 | |
| BioClinicalBERT2025.09 | 1.7 | 3.8 | 5.4 | |
| Base-BERT2025.09 | 1.6 | 3.9 | 5.4 | |
| ClinicalBERT2025.09 | 1.6 | 3.9 | 5.4 |