Long-context Reasoning on LoCoMo
44.94Average F1
MemOS
Updated 4d ago
Evaluation Results
| Method | Links | |||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2026.01 | 44.94 | 33.88 | 25.91 | 55.41 | 47.77 | 28.14 | 21.09 | 46.57 | 39.43 | - | - | 37.55 | - | - | - | - | - | - | - | |
2026.01 | 44.18 | 34.69 | 25.82 | 43.42 | 34.92 | 24.77 | 17.43 | 49.86 | 41.17 | - | - | 35.58 | - | - | - | - | - | - | - | |
2026.02 | 38.62 | 28.24 | 22.76 | 38.39 | 33.64 | 15.43 | 13.81 | 42.09 | 36.57 | 43.79 | 43.14 | 34.51 | - | - | - | - | - | - | - | |
2026.01 | 34.71 | 35.75 | 25.65 | 15.72 | 12.25 | 25.21 | 18.85 | 42.38 | 35.83 | - | - | 28.16 | - | - | - | - | - | - | - | |
2026.01 | 34.05 | 35.19 | 25.86 | 13.02 | 9.86 | 24.3 | 17.15 | 42.8 | 35.96 | - | - | 27.5 | - | - | - | - | - | - | - | |
2026.02 | 33.65 | 30.8 | 23.13 | 29.25 | 24.56 | 14.11 | 11.03 | 42.25 | 35.52 | 26.59 | 25.02 | 28.45 | - | - | - | - | - | - | - | |
2026.02 | 32.76 | 24.3 | 16.9 | 34.5 | 23.1 | 13.1 | 12.2 | 38.1 | 33.3 | 31 | 30.1 | 27.58 | - | - | - | - | - | - | - | |
2026.02 | 32.42 | 33.37 | 24.26 | 31.49 | 16.42 | 13.92 | 11.02 | 25.46 | 24.82 | 49.17 | 35 | 25.02 | - | - | - | - | - | - | - | |
2026.02 | 30.88 | 22.13 | 13.44 | 31.47 | 22.16 | 14.51 | 13.54 | 33.49 | 34.12 | 34.58 | 31.44 | 27.67 | - | - | - | - | - | - | - | |
2026.01 | 29.95 | 35.69 | 30.65 | 11.32 | 10.11 | 32.63 | 26.46 | 21.75 | 15.88 | - | - | 24.38 | - | - | - | - | - | - | - | |
2026.01 | 29.43 | - | - | - | - | - | - | - | - | - | - | - | 85.9 | 0.45 | - | - | - | - | - | |
2026.02 | 29.27 | 21.25 | 14.53 | 30.2 | 21.11 | 11.33 | 10.53 | 32.75 | 26.33 | 30.95 | 30.13 | 23.9 | - | - | - | - | - | - | - | |
2026.02 | 28.99 | 24.12 | 15.41 | 25.48 | 19.04 | 13.44 | 12.64 | 34.74 | 32.41 | 27.11 | 24.32 | 25.06 | - | - | - | - | - | - | - | |
2026.02 | 28.62 | 25.09 | 15.73 | 32.82 | 27.14 | 14.47 | 13.35 | 20.18 | 18.39 | 46.77 | 40.81 | 24.22 | - | - | - | - | - | - | - | |
2026.02 | 28.37 | 21.36 | 14.98 | 23.06 | 18.04 | 12.62 | 11.49 | 35.43 | 30.92 | 26.71 | 25.78 | 24.48 | - | - | - | - | - | - | - | |
2026.01 | 28.37 | - | - | - | - | - | - | - | - | - | - | - | 83.6 | 0 | - | - | - | - | - | |
2026.02 | 28.16 | 25.97 | 18.16 | 25.37 | 18.76 | 13.52 | 11.69 | 34.92 | 30.6 | 21.94 | 17.56 | 23.08 | - | - | - | - | - | - | - | |
2026.02 | 27.8 | 23.04 | 19.74 | 29.65 | 23.16 | 20.63 | 13.75 | 30.46 | 25.62 | 26.02 | 22.48 | 23.11 | - | - | - | - | - | - | - | |
2026.02 | 25.87 | 13.17 | 9.3 | 34.91 | 27.04 | 8.8 | 7.45 | 26.44 | 24.83 | 29.98 | 28.34 | 22.93 | - | - | - | - | - | - | - | |
2026.01 | 25.75 | - | - | - | - | - | - | - | - | - | - | - | 81.2 | 0 | - | - | - | - | - | |
2026.02 | 23.86 | 20.98 | 16.27 | 31.5 | 21.73 | 12.7 | 13.22 | 24.7 | 19.14 | 21.01 | 19.84 | 19.02 | - | - | - | - | - | - | - | |
2026.01 | 21.16 | 35.11 | 30.16 | 8.24 | 7.53 | 19.81 | 12.1 | 13.7 | 10.48 | - | - | 15.28 | - | - | - | - | - | - | - | |
2026.02 | 20.63 | 13.16 | 9.61 | 18.12 | 12.33 | 12.16 | 9.25 | 32.83 | 28.35 | 5.96 | 4.2 | 16.75 | - | - | - | - | - | - | - | |
2026.01 | 9.46 | - | - | - | - | - | - | - | - | - | - | - | 82.9 | 0.15 | - | - | - | - | - | |
2026.01 | 5.17 | - | - | - | - | - | - | - | - | - | - | - | 78.9 | 0 | - | - | - | - | - | |
2026.02 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 46.81 | 27.41 | 48.96 | 76.93 | 59.35 | |
2026.02 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 45.04 | 24.61 | 41.67 | 73.48 | 56.1 | |
2026.02 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 20.57 | 6.23 | 34.38 | 32.1 | 24.74 | |
2026.02 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 17.38 | 3.43 | 23.96 | 15.1 | 13.64 | |
2026.02 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 9.93 | 1.87 | 27.08 | 10.34 | 9.55 | |
2026.02 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 11.35 | 1.87 | 25 | 10.11 | 9.55 | |
2026.02 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 12.06 | 1.56 | 30.21 | 8.32 | 8.96 | |
2026.02 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 36.88 | 23.99 | 33.33 | 80.38 | 57.73 | |
2026.02 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 34.75 | 16.82 | 42.71 | 74.67 | 53.31 | |
2026.02 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 30.14 | 17.13 | 36.46 | 72.06 | 50.71 | |
2026.02 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 42.55 | 27.73 | 40.62 | 85.49 | 62.79 | |
2026.02 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 46.81 | 27.73 | 48.96 | 76.81 | 59.35 | |
2026.02 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 48.23 | 38.01 | 46.88 | 85.14 | 66.17 |