Information Retrieval on NFCorpus (nDCG@10)
37.07nDCG@10MedEmbed
Evaluation results
| Method | Links | |
|---|---|---|
| MedEmbedType=Black-Box2026.03 | 37.07 | |
| EmbeddingGemmaType=Black-Box2026.03 | 31.42 | |
| MedCPTType=Black-Box2026.03 | 28.43 | |
| LDIR-500Type=Interpretable2026.03 | 27.08 | |
| SapBERTType=Black-Box2026.03 | 26.77 | |
| PubMedBERTType=Black-Box2026.03 | 26.6 | |
| BioLORDType=Black-Box2026.03 | 25.49 | |
| QIME-TF-MMRType=Interpretable2026.03 | 25.09 | |
| Bag-of-WordsType=Interpretable2026.03 | 21.59 | |
| QIME-TFType=Interpretable2026.03 | 21.29 | |
| QIMEType=Interpretable2026.03 | 15.74 | |
| GloVeType=Black-Box2026.03 | 13.87 | |
| SimCSE (Sup)Type=Black-Box2026.03 | 12.42 | |
| SimCSE (Unsup)Type=Black-Box2026.03 | 9.88 | |
| CQG-MBQAType=Interpretable2026.03 | 9.74 | |
| BERTType=Black-Box2026.03 | 4.3 | |
| QA-EmbType=Interpretable2026.03 | 3.87 | |
| BMRetrieverType=Black-Box2026.03 | 3.04 | |
| BioHiCL-largeSize=0.3B2026.04 | 0.385 | |
| BioHiCL-baseSize=0.1B2026.04 | 0.379 | |
| BiCA-baseSize=0.1B2026.04 | 0.378 | |
| e5-large-v2Size=0.3B2026.04 | 0.371 | |
| bge-large-en-v1.5Size=0.3B2026.04 | 0.369 | |
| bge-base-en-v1.5Size=0.1B2026.04 | 0.368 | |
| SpladeV3Size=0.3B2026.04 | 0.357 | |
| BiCA-smallSize=0.03B2026.04 | 0.347 | |
| BMRetriever-1BSize=1B2026.04 | 0.344 | |
| gtr-t5-xlSize=1.2B2026.04 | 0.343 | |
| MedCPT-QuerySize=0.1B2026.04 | 0.34 | |
| ContrieverSize=0.1B2026.04 | 0.328 | |
| BMRetriever-410MSize=0.4B2026.04 | 0.321 | |
| SGPT-1.3BSize=1.3B2026.04 | 0.32 | |
| BiomedBERTSize=0.1B2026.04 | 0.049 |