Information Retrieval on BRIGHT
63.1Biology nDCG@10
Rewrite-then-Retrieve
Updated 5d ago
Evaluation Results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2026.03 | 63.1 | 54.5 | 27.7 | 40.6 | 17.1 | 28.1 | 28.2 | 11.4 | 1.6 | 3.8 | 30.3 | 16.1 | 26.9 | |
2026.03 | 59 | 56.5 | 27.2 | 40.3 | 19 | 28.5 | 31.4 | 3.6 | 3.2 | 1.7 | 27.2 | 14 | 26 | |
2026.03 | 58.4 | 48.1 | 28 | 40.9 | 17 | 29.9 | 28.3 | 5.9 | 1.7 | 1.5 | 19.2 | 14.6 | 24.4 | |
2026.03 | 58 | 51.8 | 29 | 44.1 | 26 | 32.9 | 34.5 | 11.7 | 9.2 | 1.6 | 34 | 18.7 | 29.3 | |
2026.03 | 57.8 | 51.6 | 14.1 | 39.4 | 15 | 19.8 | 23.7 | 14.6 | 0.6 | 1.2 | 15.5 | 14.9 | 22.4 | |
2026.03 | 57.7 | 40.9 | 24.6 | 29.8 | 20.1 | 29.2 | 25.8 | 5.7 | 4.3 | 1.6 | 17.7 | 12 | 22.5 | |
2026.03 | 53.1 | 54.3 | 32.1 | 34.8 | 20.5 | 31.1 | 32.2 | 15.2 | 3.2 | 4.1 | 38.8 | 17.4 | 28.1 | |
2026.03 | 50.6 | 43.4 | 28.3 | 35.7 | 14.3 | 26.9 | 26.4 | 5.2 | 6 | 0.5 | 15.1 | 11.6 | 22 | |
2026.03 | 50 | 45.9 | 25.7 | 32.4 | 18.4 | 27.1 | 26.5 | 2.7 | 9.1 | 1.2 | 22.4 | 16 | 23.1 | |
2026.03 | 49.7 | 51.2 | 26.9 | 37.4 | 23.4 | 28 | 34.1 | 3.2 | 3.7 | 2.8 | 31.8 | 16.8 | 25.7 | |
2026.04 | 38.2 | 45.2 | 22.7 | 36.5 | 30.5 | 26.2 | 33.8 | 28.7 | 16.9 | 9.2 | 16.6 | 14.2 | 26.6 | |
2026.04 | 33.8 | 34.2 | 16.7 | 27 | 22.3 | 27.7 | 11.1 | 15.6 | 3.4 | 1.2 | 8.6 | 0.2 | 17 | |
2026.04 | 31.2 | 38.5 | 21.2 | 26.4 | 22.6 | 18.9 | 27.5 | 9.2 | 20.2 | 9.7 | 11.9 | 9.2 | 20.5 | |
2026.04 | 30.1 | 36.6 | 22.1 | 24.6 | 21.7 | 15.4 | 25 | 9 | 17 | 9.1 | 11.6 | 9.2 | 19.3 | |
2026.04 | 29.5 | 32.2 | 20.5 | 24.8 | 18.9 | 14.7 | 23.6 | 8.7 | 18.7 | 8 | 9.3 | 7.6 | 18 | |
2026.03 | 29 | 32.8 | 24.7 | 30.6 | 13.6 | 24 | 26.6 | 1.1 | 11.1 | 1.3 | 20.6 | 13.5 | 19.1 | |
2026.03 | 28.8 | 31.6 | 25.2 | 28.1 | 15.1 | 22.3 | 24.2 | 3.5 | 8.8 | 2.1 | 15.4 | 14.1 | 18.3 | |
2026.04 | 28.7 | 30.1 | 14.1 | 23.9 | 18.9 | 13.7 | 19.6 | 7.1 | 20.7 | 7 | 8.2 | 8.2 | 16.7 | |
2026.04 | 26.8 | 24.8 | 17.9 | 22.1 | 17.4 | 10.3 | 21.1 | 4.4 | 15.6 | 3.3 | 10.4 | 5.9 | 15 | |
2026.04 | 26 | 28.5 | 17.2 | 24.2 | 19.1 | 10.4 | 24.2 | 4.3 | 19.8 | 4.3 | 10.9 | 8.3 | 16.4 | |
2025.06 | 24.9 | 40.3 | 17.2 | 21.4 | 15.3 | 16.9 | 19.2 | 6.5 | 26.6 | 11.6 | 14.2 | 27.1 | 20.1 | |
2026.04 | 23.6 | 22.3 | 16.1 | 17.1 | 14.9 | 9.2 | 18.3 | 6.3 | 14.9 | 4.1 | 10.4 | 5.6 | 13.6 | |
2025.06 | 23.3 | 26.7 | 19.5 | 27.6 | 12.8 | 14.3 | 20.5 | 2.4 | 23.6 | 8.5 | 11.7 | 23.5 | 17.9 | |
2025.06 | 23.1 | 25.4 | 19.9 | 24.9 | 10.8 | 16.8 | 15.4 | 1.5 | 30.6 | 7.5 | 11.6 | 27.4 | 17.9 | |
2026.04 | 22 | 18.8 | 10.4 | 11.5 | 9.1 | 5.8 | 16.7 | 5.7 | 9.9 | 4 | 3.4 | 3.8 | 10.1 | |
2026.04 | 22 | 29.3 | 15.4 | 23 | 20.1 | 15.7 | 20.3 | 6.2 | 19.4 | 9.5 | 9.9 | 9.7 | 16.7 | |
2026.04 | 21.9 | 23.7 | 14.4 | 10.3 | 7.6 | 13.7 | 16.6 | 6.5 | 24.7 | 6.8 | 2 | 7.3 | 13 | |
2025.06 | 18.9 | 27.2 | 14.9 | 12.5 | 13.6 | 18.4 | 15 | 7.9 | 24.4 | 6.2 | 4.9 | 10.4 | 14.5 | |
2025.06 | 18.7 | 28.4 | 20.4 | 21.6 | 16.3 | 18.3 | 17.6 | 1.9 | 26.8 | 6.3 | 7.2 | 15.7 | 16.6 | |
2025.06 | 18.6 | 26 | 15.5 | 15.8 | 16.3 | 11.2 | 18.1 | 4.9 | 28.7 | 7.1 | 26.8 | 26.1 | 17.9 | |
2025.06 | 18.5 | 29.5 | 10.2 | 17.6 | 7.1 | 8.7 | 14.2 | 1.8 | 22.5 | 3.3 | 6 | 17.4 | 13.1 | |
2026.04 | 18.4 | 17.1 | 13.7 | 16.9 | 9 | 10 | 16.5 | 4.7 | 11.1 | 3.5 | 5.9 | 3.2 | 10.8 | |
2026.04 | 18.2 | 27.9 | 16.4 | 13.4 | 10.9 | 16.3 | 16.1 | 4.3 | 24.7 | 6.5 | 2.1 | 7.3 | 13.7 | |
2026.03 | 17.9 | 28.6 | 18.5 | 16.5 | 18.6 | 13.4 | 20 | 6.3 | 19.7 | 2 | 22.1 | 14.2 | 16.5 | |
2025.06 | 16.9 | 29 | 13.9 | 13.3 | 9.1 | 10.8 | 13.9 | 3.9 | 27.6 | 12.5 | 6.7 | 24.8 | 15.2 | |
2025.06 | 16.7 | 29.4 | 13.2 | 15 | 10.5 | 15.5 | 15.4 | 3 | 26.1 | 8.8 | 8.9 | 24.1 | 15.6 | |
2026.03 | 15.9 | 33.6 | 16.7 | 23.2 | 13.2 | 15 | 16.8 | 1.7 | 21.2 | 4 | 35.4 | 18.4 | 17.9 | |
| 15 | 24.6 | 14 | 14.6 | 16.1 | 10.3 | 13.8 | 2.1 | 15.1 | 3 | 6.9 | 11.6 | 12.3 | ||
2026.03 | 14.7 | 17.9 | 15.5 | 19.9 | 9.1 | 12.9 | 16.5 | 0.8 | 17.4 | 2.5 | 24.5 | 16.8 | 14 | |
2026.04 | 14.3 | 17.5 | 12 | 10.2 | 7.7 | 7.9 | 15.4 | 5.3 | 15.4 | 1.7 | 4.2 | 2.1 | 9.5 | |
2026.03 | 13.8 | 8.3 | 4.2 | 3.5 | 4.5 | 12.4 | 4.6 | 3 | 16.7 | 0.6 | 11.7 | 8.5 | 7.7 | |
2026.04 | 13.7 | 17.3 | 11.9 | 15.2 | 10 | 6.6 | 17.8 | 3.7 | 7.7 | 4 | 6 | 2.5 | 9.7 | |
2026.03 | 12.7 | 26.3 | 17.9 | 16.5 | 12.5 | 12.4 | 12.2 | 0.7 | 14.3 | 3.1 | 26.5 | 17.2 | 14.4 | |
2026.03 | 7.2 | 13.3 | 12.5 | 12.8 | 12.6 | 10 | 10.1 | 30.7 | 15.6 | 1.5 | 5 | 5.6 | 11.4 | |
2025.06 | 6.8 | 13 | 12.9 | 15.1 | 7.4 | 7.5 | 12.1 | 1.1 | 24.8 | 13.3 | 9.2 | 22.9 | 12.2 |