Retrieval on SCIDOCS (nDCG@10, Recall@100, AUC@10)
24.01nDCG@10UEC
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| UECMethod Category=Ensemble2025.07 | 24.01 | 54.36 | 35.21 | |
| GTEMethod Category=Individual Models2025.07 | 23.14 | 53.27 | 31.63 | |
| Ensemble (Uniform)Method Category=Ensemble, Aggregation=Uniform2025.07 | 22.67 | 52.98 | 28.52 | |
| Task ArithmeticMethod Category=Model Merging2025.07 | 22.66 | 52.87 | 30.72 | |
| Model Merging (Weighted)Method Category=Model Merging, Aggregation=Weighted2025.07 | 22.43 | 51.31 | 30.99 | |
| Borda countMethod Category=Borda2025.07 | 22.18 | 51.97 | 5.84 | |
| Ensemble (Weighted)Method Category=Ensemble, Aggregation=Weighted2025.07 | 22.11 | 50.53 | 32.08 | |
| GroVEMethod Category=Individual Models2025.07 | 21.88 | 50.16 | 34.03 | |
| Model Merging (Uniform)Method Category=Model Merging, Aggregation=Uniform2025.07 | 21.73 | 49 | 29.42 | |
| BGEMethod Category=Individual Models2025.07 | 21.47 | 51.04 | 27.25 | |
| GTE-MBMethod Category=Individual Models2025.07 | 19.46 | 45.03 | 32.52 | |
| E5Method Category=Individual Models2025.07 | 18.3 | 41.71 | 34.42 | |
| MrBERT-biomedNumber of Parameters=308M2026.02 | 10.05 | — | — | |
| mmBERTNumber of Parameters=308M2026.02 | 10 | — | — | |
| MrBERT-esNumber of Parameters=150M2026.02 | 9.9 | — | — | |
| MrBERTNumber of Parameters=308M2026.02 | 9.75 | — | — | |
| BioClinical-MdnBERTNumber of Parameters=150M2026.02 | 9.33 | — | — | |
| Clinical-MdnBERTNumber of Parameters=137M2026.02 | 3.64 | — | — |