Cross-lingual Biomedical Entity Linking on XL-BEL
91EN ScoreBioELX retriever+reranker
Evaluation Results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| BioELX retriever+rerankerReranking=true2026.04 | 91 | 67.2 | 55.9 | 35.1 | 55.5 | 63.5 | 40.6 | 48.5 | 39 | 52.3 | 54.8 | |
| BioELX retrieverReranking=false2026.04 | 90.2 | 61.9 | 48.2 | 32.8 | 50.5 | 60 | 37.8 | 39 | 33.3 | 46.9 | 50.1 | |
| Con2GENReranking=false2026.04 | 86.6 | 52.7 | 30.8 | 24.4 | 39.8 | 40.5 | 17.4 | 17.1 | 25.6 | 19.2 | 35.4 | |
| SapBERTmultiReranking=false2026.04 | 86.2 | 48.4 | 28.5 | 19.9 | 38.4 | 35.5 | 14.8 | 14.5 | 23.1 | 14 | 32.3 | |
| CODERReranking=false2026.04 | 85.9 | 51.4 | 31 | 20.3 | 37.3 | 35.4 | 1.4 | 14.4 | 22.6 | 2.4 | 30.2 | |
| mGENREReranking=false2026.04 | 85.2 | 48.9 | 30.9 | 23.8 | 39.9 | 36.9 | 15.7 | 16.7 | 23.9 | 16 | 33.8 | |
| SapBERTdeReranking=false2026.04 | 83 | 57.7 | 40.1 | 17 | 33.5 | 42.1 | 17.4 | 18.8 | 23.8 | 20.3 | 35.4 | |
| BERGAMOTReranking=false2026.04 | 78.6 | 58.2 | 33.2 | 22.9 | 37.3 | 41.9 | 18.5 | 18.9 | 25.4 | 21.5 | 35.6 | |
| mBARTReranking=false2026.04 | 34.8 | 23.5 | 15 | 11.7 | 20.4 | 24.9 | 9 | 8.3 | 13.1 | 11.2 | 17.2 | |
| mBERTReranking=false2026.04 | 29.1 | 11.9 | 5.2 | 1.6 | 5.1 | 8 | 0.6 | 3.6 | 9.1 | 0.9 | 7.5 |