Retrieval on BEIR (nDCG@1)
0.36nDCG@1 (NFC)Voyage (w/ ERM)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Voyage (w/ ERM)Model category=Proprietary models, ERM augmentation=Enabled2026.02 | 0.36 | 0.498 | 0.971 | 0.853 | |
| VoyageModel category=Proprietary models, ERM augmentation=Disabled2026.02 | 0.351 | 0.48 | 0.982 | 0.84 | |
| Cohere (w/ ERM)Model category=Proprietary models, ERM augmentation=Enabled2026.02 | 0.342 | 0.471 | 0.958 | 0.812 | |
| CohereModel category=Proprietary models, ERM augmentation=Disabled2026.02 | 0.333 | 0.455 | 0.971 | 0.796 | |
| BGE-BaseModel category=Dense Model, ERM augmentation=Disabled2026.02 | 0.282 | 0.428 | 0.96 | 0.796 | |
| BGE-Large (w/ ERM)Model category=Dense Model, ERM augmentation=Enabled2026.02 | 0.265 | 0.451 | 0.913 | 0.804 | |
| BM25 (w/ ERM)Model category=Sparse model, ERM augmentation=Enabled2026.02 | 0.255 | 0.384 | 0.686 | 0.477 | |
| BGE-LargeModel category=Dense Model, ERM augmentation=Disabled2026.02 | 0.255 | 0.447 | 0.951 | 0.788 | |
| GTE-Base (w/ ERM)Model category=Dense Model, ERM augmentation=Enabled2026.02 | 0.25 | 0.479 | 0.949 | 0.826 | |
| MiniLMModel category=Dense Model, ERM augmentation=Disabled2026.02 | 0.246 | 0.446 | 0.931 | 0.795 | |
| GTE-BaseModel category=Dense Model, ERM augmentation=Disabled2026.02 | 0.245 | 0.456 | 0.978 | 0.779 | |
| BGE-M3-DenseModel category=Dense Model, ERM augmentation=Disabled2026.02 | 0.213 | 0.372 | 0.815 | 0.735 | |
| BM25Model category=Sparse model, ERM augmentation=Disabled2026.02 | 0.207 | 0.354 | 0.466 | 0.422 |