Multi-lingual retrieval on MIRACL (dev)
72.3Avg Score
MILCO (SAP, SCTKD, LexEcho)
Updated 1mo ago
Evaluation Results
| Method | Links | ||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2025.10 | 72.3 | 80.4 | 82.6 | 60.4 | 60.9 | 62.3 | 81.2 | 61.7 | 64.4 | 60.9 | 77.2 | 72.1 | 74.6 | 80.3 | 87.9 | 84.2 | 65.5 | 61.4 | 83.6 | - | |
2026.02 | 71.7 | 79.7 | 79.9 | 60.9 | 58.5 | 62.1 | 81.4 | 60.5 | 65.5 | 57.6 | 75.9 | 69.5 | 74.1 | 81.8 | 83.2 | 83.1 | 64.1 | 62.5 | 90 | - | |
2024.02 | 71.5 | 80.2 | 81.5 | 59.6 | 59.7 | 63.4 | 80.4 | 61.2 | 63.3 | 59 | 75.2 | 72.1 | 71.7 | 79.6 | 88.1 | 83.7 | 64.9 | 59.8 | 83.5 | - | |
2026.02 | 71.5 | 80.2 | 81.5 | 59.6 | 59.7 | 63.4 | 80.4 | 61.2 | 63.3 | 59 | 75.2 | 72.1 | 71.7 | 79.6 | 88.1 | 83.7 | 64.9 | 59.8 | 83.5 | - | |
2025.10 | 71.5 | 80.2 | 81.5 | 59.6 | 59.7 | 63.4 | 80.4 | 61.2 | 63.3 | 59 | 75.2 | 72.1 | 71.7 | 79.6 | 88.1 | 83.7 | 64.9 | 59.8 | 83.5 | - | |
2025.10 | 70.9 | 79.5 | 80.2 | 56.8 | 60.4 | 63.4 | 78.5 | 62.6 | 62.2 | 58.4 | 74.7 | 70.5 | 72.1 | 79.6 | 87 | 82.9 | 64.2 | 59.5 | 83.2 | - | |
2024.02 | 70.5 | 79.6 | 81 | 59.3 | 57.8 | 62 | 80.1 | 59.4 | 61.5 | 58.3 | 74.5 | 71.2 | 71.2 | 79.1 | 87.9 | 83 | 63.7 | 58 | 82.4 | - | |
2025.10 | 70.5 | 79.6 | 81 | 59.3 | 57.8 | 62 | 80.1 | 59.4 | 61.5 | 58.3 | 74.5 | 71.2 | 71.2 | 79.1 | 87.9 | 83 | 63.7 | 58 | 82.4 | - | |
2024.02 | 70.4 | 79.6 | 80.7 | 58.8 | 58.1 | 62.3 | 79.7 | 58 | 62.9 | 58.3 | 73.9 | 71.2 | 69.8 | 78.5 | 87.2 | 83.1 | 63.5 | 57.7 | 83.3 | - | |
2025.10 | 70.4 | 79.6 | 80.7 | 58.8 | 58.1 | 62.3 | 79.7 | 58 | 62.9 | 58.3 | 73.9 | 71.2 | 69.8 | 78.5 | 87.2 | 83.1 | 63.5 | 57.7 | 83.3 | - | |
2026.02 | 70.1 | 78.3 | 79 | 58.7 | 57 | 60.9 | 78 | 55.6 | 65.4 | 54.3 | 75.1 | 68.9 | 73.4 | 81 | 80.5 | 80.8 | 65.7 | 59.8 | 88.8 | - | |
2025.10 | 70.1 | 79.4 | 80.8 | 57.6 | 57.2 | 60.6 | 80.1 | 57.7 | 63.3 | 58.4 | 75.2 | 71 | 72.6 | 77.2 | 87.2 | 82.7 | 60.8 | 59.3 | 81.6 | - | |
2026.02 | 69.9 | 78 | 77.5 | 58.8 | 56 | 59.8 | 79.9 | 58.5 | 61.7 | 57.1 | 75.3 | 66.1 | 72.8 | 80.1 | 82.4 | 81 | 61.8 | 58.2 | 92.5 | - | |
2025.10 | 69.8 | 78.2 | 78.3 | 59.8 | 59.6 | 60.5 | 79 | 61 | 63.1 | 56.1 | 74.3 | 67.5 | 73.5 | 72.2 | 84.3 | 81.5 | 63.3 | 60.5 | 84.5 | - | |
2025.10 | 69.4 | 77.3 | 79.5 | 57.6 | 59.7 | 58.5 | 78.8 | 60.6 | 63.4 | 57.7 | 72.8 | 67.7 | 72.6 | 78.1 | 82.3 | 80.4 | 60.6 | 59.7 | 81.2 | - | |
2024.02 | 69.2 | 78.4 | 80 | 56.9 | 56.1 | 60.9 | 78.6 | 58.3 | 59.5 | 56.1 | 72.8 | 69.9 | 70.1 | 78.7 | 86.2 | 82.6 | 62.7 | 56.7 | 81.8 | - | |
2025.10 | 69.2 | 78.4 | 80 | 56.9 | 56.1 | 60.9 | 78.6 | 58.3 | 59.5 | 56.1 | 72.8 | 69.9 | 70.1 | 78.7 | 86.2 | 82.6 | 62.7 | 56.7 | 81.8 | - | |
| 67.9 | 77 | 76.6 | 55.3 | 57.5 | 60.2 | 77.1 | 59 | 60.5 | 55.5 | 70.5 | 70.9 | 67.5 | 74.4 | 86.1 | 80.6 | 62.5 | 57.6 | 72.8 | - | ||
2024.02 | 66.6 | 76 | 75.9 | 52.9 | 52.9 | 59 | 77.8 | 54.5 | 62 | 52.9 | 70.6 | 66.5 | 67.4 | 74.9 | 84.6 | 80.2 | 56 | 56.4 | 78.3 | - | |
2026.02 | 66.6 | 76 | 75.9 | 52.9 | 52.9 | 59 | 77.8 | 54.5 | 62 | 52.9 | 70.6 | 66.5 | 67.4 | 74.9 | 84.6 | 80.2 | 56 | 56.4 | 78.3 | - | |
2025.10 | 66.6 | 76 | 75.9 | 52.9 | 52.9 | 59 | 77.8 | 54.5 | 62 | 52.9 | 70.6 | 66.5 | 67.4 | 74.9 | 84.6 | 80.2 | 56 | 56.4 | 78.3 | - | |
2026.02 | 65 | 75.4 | 67.4 | 53.3 | 55 | 54.8 | 75.5 | 56 | 59.1 | 54.9 | 67.9 | 67.4 | 65.3 | 69.7 | 77.8 | 76.7 | 59 | 56.1 | 78 | - | |
2025.10 | 63.9 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.02 | 63.4 | 73.3 | 70.3 | 57.3 | 52.2 | 52.1 | 74.7 | 55.2 | 52.1 | 52.7 | 66.8 | 61.8 | 67.7 | 68.4 | 73.9 | 74 | 54 | 54.1 | 79.7 | - | |
2026.02 | 63.4 | 73.3 | 70.3 | 57.3 | 52.2 | 52.1 | 74.7 | 55.2 | 52.1 | 52.7 | 66.8 | 61.8 | 67.7 | 68.4 | 73.9 | 74 | 54 | 54.1 | 79.7 | - | |
2025.10 | 63.4 | 73.3 | 70.3 | 57.3 | 52.2 | 52.1 | 74.7 | 55.2 | 52.1 | 52.7 | 66.8 | 61.8 | 67.7 | 68.4 | 73.9 | 74 | 54 | 54.1 | 79.7 | - | |
2025.10 | 60.5 | 69.9 | 66.3 | 51.5 | 54.2 | 52.7 | 69.7 | 54.4 | 51.3 | 51.4 | 63.3 | 60.1 | 59.7 | 48.6 | 77.2 | 73.8 | 58.3 | 52.9 | 74 | - | |
2025.10 | 59.2 | 72.7 | 72.3 | 47.7 | 47.6 | 50.9 | 72.5 | 48.8 | 50.4 | 51.8 | 64 | 62.7 | 53.6 | 62.3 | 77.7 | 72.8 | 46.2 | 44.8 | 66.2 | - | |
2025.10 | 55.5 | 66 | 68 | 46.4 | 51.4 | 48.3 | 52.5 | 61.9 | 42.8 | 56.8 | 44.6 | 61.2 | 63.4 | 61.2 | 32.9 | 75.6 | 72 | 44.5 | 49.1 | - | |
2024.02 | 54.9 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.10 | 54.5 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.10 | 54.5 | 59.8 | 59.7 | 57 | 56 | 44.9 | 66 | 48.2 | 58.6 | 48.8 | 54.9 | 59.4 | 51.2 | 47.8 | 55 | 55.9 | 46.7 | 48.5 | 62.2 | - | |
2024.02 | 53.9 | 67.1 | 68.9 | 43.8 | 38.6 | 45.1 | 65.4 | 35.3 | 48.2 | 48.9 | 56.1 | 61.5 | 44.5 | 57.9 | 79.1 | 70.9 | 36.1 | 32.5 | 70 | - | |
2026.02 | 53.9 | 67.1 | 68.9 | 43.8 | 38.6 | 45.1 | 65.4 | 35.3 | 48.2 | 48.9 | 56.1 | 61.5 | 44.5 | 57.9 | 79.1 | 70.9 | 36.1 | 32.5 | 70 | - | |
2025.10 | 53.9 | 67.1 | 68.9 | 43.8 | 38.6 | 45.1 | 65.4 | 35.3 | 48.2 | 48.9 | 56.1 | 61.5 | 44.5 | 57.9 | 79.1 | 70.9 | 36.1 | 32.5 | 70 | - | |
2025.10 | 50.7 | 65.8 | 62 | 39.7 | 39.4 | 42 | 67 | 38.5 | 36.9 | 44.9 | 56.1 | 52.9 | 47.3 | 58.6 | 71 | 67 | 41.8 | 34.6 | 46.9 | - | |
2024.02 | 43.1 | 52.5 | 50.1 | 36.4 | 41.8 | 21.5 | 60.2 | 31.4 | 28.6 | 39.2 | 42.4 | 48.3 | 39.1 | 56 | 52.8 | 51.7 | 41 | 40.8 | 41.5 | - | |
2026.02 | 43.1 | 52.5 | 50.1 | 36.4 | 41.8 | 21.5 | 60.2 | 31.4 | 28.6 | 39.2 | 42.4 | 48.3 | 39.1 | 56 | 52.8 | 51.7 | 41 | 40.8 | 41.5 | - | |
2024.02 | 41.8 | 49.9 | 44.3 | 39.4 | 47.8 | 48 | 47.2 | 43.5 | 38.3 | 27.2 | 43.9 | 41.9 | 40.7 | 29.9 | 35.6 | 35.8 | 51.2 | 49 | 39.6 | - | |
2026.02 | 41.8 | 49.9 | 44.3 | 39.4 | 47.8 | 48 | 47.2 | 43.5 | 38.3 | 27.2 | 43.9 | 41.9 | 40.7 | 29.9 | 35.6 | 35.8 | 51.2 | 49 | 39.6 | - | |
2024.02 | 31.9 | 39.5 | 48.2 | 26.7 | 7.7 | 28.7 | 45.8 | 11.5 | 35 | 29.7 | 31.2 | 37.1 | 25.6 | 35.1 | 38.3 | 49.1 | 17.5 | 12 | 56.1 | - | |
2026.02 | 31.9 | 39.5 | 48.2 | 26.7 | 7.7 | 28.7 | 45.8 | 11.5 | 35 | 29.7 | 31.2 | 37.1 | 25.6 | 35.1 | 38.3 | 49.1 | 17.5 | 12 | 56.1 | - | |
2025.10 | 31.9 | 39.5 | 48.2 | 26.7 | 7.7 | 28.7 | 45.8 | 11.5 | 35 | 29.7 | 31.2 | 37.1 | 25.6 | 35.1 | 38.3 | 49.1 | 17.5 | 12 | 56.1 | - | |
2026.01 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 57.6 | |
2026.01 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 56.1 | |
2026.01 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 56.6 | |
2026.01 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 58 | |
2026.01 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 57.8 | |
2026.01 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 57.9 | |
2026.01 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 57.9 | |
2026.01 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 57.7 | |
2025.10 | - | 74 | 67 | 57.5 | 54.2 | 51.4 | 76.7 | 55.8 | 48.6 | 58.2 | 66.9 | 60.7 | 65.8 | 76.8 | 74 | - | 56.2 | - | - | - |