Retrieval on BRIGHT (nDCG@1)
65.8nDCG@1 (Econ)Voyage (w/ ERM)
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Voyage (w/ ERM)Model category=Proprietary models, ERM augmentation=Enabled2026.02 | 65.8 | 68.9 | 41.5 | 63 | 74.1 | 16.8 | 81.2 | 18.5 | 53.6 | 56.3 | |
| GTE-BaseModel category=Dense Model, ERM augmentation=Disabled2026.02 | 65.3 | 54.8 | 44.8 | 57.2 | 76.3 | 17.2 | 57.2 | 2.5 | 33.8 | 49.9 | |
| GTE-Base (w/ ERM)Model category=Dense Model, ERM augmentation=Enabled2026.02 | 64 | 65.2 | 43.9 | 58.9 | 73.2 | 24.1 | 73.2 | 15.2 | 65.6 | 56.4 | |
| VoyageModel category=Proprietary models, ERM augmentation=Disabled2026.02 | 64 | 66.3 | 42.9 | 60.2 | 72.9 | 13.1 | 41 | 8.6 | 30.7 | 50.8 | |
| BGE-BaseModel category=Dense Model, ERM augmentation=Disabled2026.02 | 62.1 | 51.5 | 45.4 | 51.3 | 79.1 | 15.8 | 57.8 | 7 | 24.5 | 49.3 | |
| BGE-Large (w/ ERM)Model category=Dense Model, ERM augmentation=Enabled2026.02 | 58.8 | 55.1 | 40.4 | 55.6 | 75.9 | 25.8 | 87.5 | 20.1 | 61.3 | 55.7 | |
| Cohere (w/ ERM)Model category=Proprietary models, ERM augmentation=Enabled2026.02 | 58.4 | 65.7 | 40.8 | 59.1 | 68.3 | 18.2 | 76.5 | 17.8 | 54.2 | 55.2 | |
| BGE-LargeModel category=Dense Model, ERM augmentation=Disabled2026.02 | 58.2 | 53.5 | 43.4 | 50.5 | 79.1 | 17.9 | 43.1 | 8.7 | 33.5 | 48.6 | |
| CohereModel category=Proprietary models, ERM augmentation=Disabled2026.02 | 56.6 | 63 | 43.2 | 56.4 | 66.7 | 14.8 | 38.4 | 8.1 | 28.9 | 48.7 | |
| MiniLMModel category=Dense Model, ERM augmentation=Disabled2026.02 | 49.3 | 46.4 | 41.3 | 51.3 | 72.5 | 18.5 | 52.7 | 7 | 33.6 | 47.3 | |
| BGE-M3-DenseModel category=Dense Model, ERM augmentation=Disabled2026.02 | 48.4 | 41.4 | 46.3 | 43.7 | 67.8 | 15.8 | 68.3 | 6.1 | 28.3 | 44.6 | |
| BM25 (w/ ERM)Model category=Sparse model, ERM augmentation=Enabled2026.02 | 38.8 | 49.3 | 24.1 | 37.9 | 35.6 | 16 | 60 | 20.7 | 37.8 | 38.5 | |
| BM25Model category=Sparse model, ERM augmentation=Disabled2026.02 | 27.2 | 31.7 | 22.8 | 27.4 | 28.7 | 13.4 | 36.6 | 0.9 | 7.9 | 26.3 |