Dense Retrieval on BEIR zero-shot
77.2TREC-COVIDRetroMAE
Evaluation results
| Method | Links | |||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| RetroMAEsetting=zero-shot2022.05 | 77.2 | 42.1 | 30.8 | 51.8 | 63.5 | 31.6 | 26.5 | 42.8 | 44.7 | 43.3 | 23.7 | 31.7 | 84.7 | 39 | 15 | 77.4 | 23.2 | 65.3 | 45.2 | — | — | |
| Condensersetting=zero-shot2022.05 | 75 | 32.2 | 27.7 | 48.6 | 53.8 | 25.9 | 26.1 | 37.6 | 34.9 | 29.8 | 24.8 | 34.7 | 85.3 | 33.9 | 13.3 | 69.1 | 21.1 | 59.3 | 40.7 | — | — | |
| DeBERTasetting=zero-shot2022.05 | 68.8 | 29 | 23.8 | 45.2 | 47.4 | 29.9 | 24.3 | 37.8 | 37.8 | 29.7 | 27.1 | 27.9 | 84.6 | 27.1 | 10.6 | 59.4 | 16 | 54.3 | 37.8 | — | — | |
| BM25zero-shot=true2023.06 | 65.6 | 46.5 | 32.5 | 29.9 | 60.3 | 23.6 | 33 | 39.8 | 40.8 | 31.5 | — | 29.9 | 78.9 | 31.3 | 15.8 | 75.3 | 21.3 | 66.5 | 42.3 | — | 36.7 | |
| ROBERTasetting=zero-shot2022.05 | 64.9 | 27.9 | 24.3 | 41.3 | 44.8 | 29.1 | 22.9 | 38.5 | 38.4 | 39.5 | 29.9 | 27.8 | 50.9 | 27.5 | 11.1 | 68.3 | 22.2 | 53.9 | 36.8 | — | — | |
| SEEDsetting=zero-shot2022.05 | 62.7 | 30.8 | 27.8 | 44.6 | 54.1 | 25.9 | 25.6 | 35.8 | 36.5 | 38.9 | 22.5 | 29 | 85.2 | 33 | 12.4 | 64.1 | 17.6 | 57.5 | 39.1 | — | — | |
| BERTsetting=zero-shot2022.05 | 61.5 | 25.3 | 26 | 46.7 | 48.8 | 25.2 | 20.4 | 36.2 | 35.1 | 26.5 | 25.9 | 28.2 | 78.7 | 31.4 | 11.3 | 68.2 | 18.7 | 53.3 | 37.1 | — | — | |
| SamToNebackbone=SDE, zero-shot=true, fine-tuning dataset=MS MARCO2023.06 | 61.2 | 39.7 | 36.5 | 47 | 66.4 | 42.6 | 31.1 | 48.4 | 55.5 | 39.8 | — | 41.4 | 88.7 | 45.9 | 22.4 | 70 | 32 | 67.7 | 48.3 | — | 32.4 | |
| SDEzero-shot=true, fine-tuning dataset=MS MARCO2023.06 | 53.1 | 40.2 | 37.2 | 42.9 | 66.9 | 41.8 | 31.8 | 49.2 | 53.5 | 40.2 | — | 40.7 | 88.8 | 45.7 | 22.3 | 68.3 | 31.1 | 68 | 46.9 | — | 22 | |
| GTR-XXLzero-shot=true, number of parameters=11B2023.06 | 50.1 | 32.4 | 34.2 | 56.8 | 59.9 | 46.7 | 27.3 | 34.6 | 50.6 | 54 | — | 39.9 | 89.2 | 40.8 | 15.9 | 74 | 26.7 | 66.2 | 45.8 | — | 25.6 | |
| DiffCSEsetting=zero-shot2022.05 | 49.2 | 25.8 | 25.9 | 41.2 | 49.9 | 22.9 | 26 | 36.3 | 34.3 | 46.8 | 16.8 | 30.5 | 85 | 30.3 | 12.5 | 64.1 | 20 | 52.3 | 37.2 | — | — | |
| LaPraDoRsetting=zero-shot2022.05 | 47.8 | 25.2 | 31 | 45.4 | 51.3 | 28.8 | 24.1 | 28.6 | 29.9 | 49.9 | 13.7 | 30.9 | 83.7 | 33.4 | 15 | 51.1 | 17.3 | 53.1 | 36.7 | — | — | |
| SimCSEsetting=zero-shot2022.05 | 46 | 26.3 | 26 | 43.5 | 50.2 | 25 | 26.2 | 35.6 | 33 | 41.3 | 15.9 | 29 | 84.4 | 31.4 | 12.4 | 62.3 | 21.1 | 55.4 | 36.9 | — | — |