Long-context Memory Retrieval on LoCoMo
97.1Single-hop
Mnemis
Updated 1mo ago
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
2026.02 | 97.1 | 92.9 | 90.7 | 79.2 | 93.9 | - | - | |
2026.02 | 96.2 | 91.8 | 90.3 | 82.3 | 93.3 | - | - | |
2026.02 | 96.1 | 91.1 | 89.7 | 70.8 | 92.3 | - | - | |
2026.03 | 96.1 | 91.1 | 89.7 | 70.8 | 92.3 | - | - | |
2026.02 | 95.7 | 89.7 | 77.6 | 79.2 | 89.8 | - | - | |
2026.03 | 94.9 | 90.4 | 88 | 71.9 | 91.2 | - | - | |
2026.04 | 94.65 | 87.59 | 73.52 | 70.83 | 87.47 | - | - | |
2026.03 | 91.8 | 86.6 | 79.2 | 95.4 | 91.9 | - | - | |
2026.03 | 91.8 | 78.7 | 86.6 | 59.4 | 86.3 | - | - | |
2026.03 | 91.1 | 91.3 | 80.2 | 96.7 | 93.5 | - | - | |
2026.03 | 91.1 | 86 | 75 | 94.6 | 91 | - | - | |
2026.03 | 90.8 | 81.9 | 77.3 | 75 | 85.2 | - | - | |
2026.02 | 90.5 | 79.6 | 80.8 | 71.7 | 85.3 | - | - | |
2025.12 | 89.36 | 75 | 91.9 | 91.2 | 90 | - | - | |
2026.02 | 88.53 | 77.7 | 92.7 | 71.88 | 87.52 | - | - | |
2026.02 | 86.9 | 77.2 | 74.2 | 56.6 | 80.6 | - | - | |
2025.12 | 86.17 | 70.83 | 83.8 | 95.12 | 89.61 | - | - | |
2026.03 | 85.4 | 79.4 | 75.1 | 64.6 | 80.8 | - | - | |
2026.02 | 85.15 | 88.16 | 92.98 | 77.08 | 89.55 | - | - | |
2026.02 | 85.11 | 83.7 | 88.39 | 65.62 | 85.38 | - | - | |
2026.02 | 84.9 | 75.1 | 77.6 | 51 | 79.4 | - | - | |
2026.02 | 84.9 | 75.1 | 77.6 | 51 | 79.5 | - | - | |
2026.02 | 84.5 | 71 | 50.8 | 59 | 73.4 | - | - | |
2026.02 | 83 | 66.8 | 56.2 | 48.6 | 72.3 | - | - | |
2026.02 | 82.3 | 74.7 | 76 | 57.3 | 78 | - | - | |
2026.02 | 82.1 | 65.3 | 71 | 44.8 | 74.4 | - | - | |
2026.02 | 82.1 | 65.3 | 71 | 44.8 | 74.4 | - | - | |
2026.01 | 82 | 70.42 | 62.31 | 79.55 | 78.45 | - | - | |
2026.02 | 80.14 | 46.89 | 90.49 | 58.33 | 77.51 | - | - | |
2026.02 | 79.43 | 69.16 | 83.33 | 73.96 | 79.09 | - | - | |
2026.02 | 78.4 | 64.3 | 73.2 | 55.2 | 73.3 | - | - | |
2025.12 | 76.79 | 62.5 | 79.44 | 93.68 | 85.67 | - | - | |
2026.02 | 76.61 | 67.02 | 76.32 | 45.83 | 72.99 | - | - | |
2026.02 | 76.5 | 64.9 | 76.6 | 67.7 | 73.8 | - | - | |
2026.02 | 74.91 | 72.34 | 54.17 | 43.61 | 66.67 | - | - | |
2026.02 | 74.47 | 61.06 | 86.92 | 67.71 | 78.05 | - | - | |
2025.12 | 74.11 | 66.04 | 79.79 | 67.71 | 75.14 | - | - | |
2025.12 | 74.11 | 64.58 | 76.32 | 90.96 | 83.18 | - | - | |
2026.02 | 74.11 | 66.04 | 79.76 | 67.71 | 75.14 | - | - | |
2026.04 | 74.11 | 66.04 | 79.79 | 67.71 | 75.14 | - | - | |
2026.02 | 73.5 | 59.9 | 62.9 | 63.5 | 68.2 | - | - | |
2026.01 | 73.33 | 58.75 | 52.54 | 45.83 | 64.57 | - | - | |
2026.01 | 73.12 | 64.65 | 81.2 | 53.12 | 72.01 | - | - | |
2026.02 | 72.69 | 74.14 | 81.21 | 68.75 | 77.4 | - | - | |
2026.03 | 72.3 | 55.1 | 63.5 | 88.6 | 77.1 | - | - | |
2026.02 | 71.4 | 68.2 | 56.9 | 47.9 | 66.3 | - | - | |
2025.12 | 70.92 | 46.88 | 85.05 | 77.17 | 75.78 | - | - | |
2026.02 | 70.92 | 69.47 | 75.74 | 65.62 | 72.97 | - | - | |
2026.04 | 70.92 | 46.88 | 85.05 | 77.17 | 75.78 | - | - | |
2026.01 | 68.32 | 54.26 | 68.54 | 46.88 | 64.33 | - | - | |
2026.02 | 68.1 | 60.3 | 50.4 | 40.6 | 61.3 | - | - | |
2026.01 | 67.8 | 51.12 | 31.7 | 52.67 | 56.38 | - | - | |
2025.12 | 67.13 | 51.15 | 55.51 | 72.93 | 66.88 | - | - | |
2026.02 | 67.13 | 51.15 | 55.51 | 72.93 | 66.88 | - | - | |
2026.04 | 67.13 | 51.15 | 55.51 | 72.93 | 66.88 | - | - | |
2026.02 | 66.9 | 53.7 | 60.2 | 43.8 | 61.6 | - | - | |
2026.01 | 66.54 | 63.12 | 27.17 | 50.01 | 56.55 | - | - | |
2026.02 | 66.2 | 61 | 74.8 | 46.9 | 65.8 | - | - | |
2025.12 | 65.71 | 47.19 | 58.13 | 75.71 | 68.44 | - | - | |
2026.01 | 65.23 | 52.12 | 54.82 | 33.33 | 59.22 | - | - | |
2026.01 | 64.54 | 57.29 | 71.34 | 79.9 | 73.9 | - | - | |
2025.12 | 63.79 | 42.92 | 21.71 | 62.29 | 52.9 | - | - | |
2026.04 | 63.79 | 42.92 | 21.71 | 62.29 | 52.9 | - | - | |
2026.02 | 63.2 | 50.5 | 58.9 | 39.6 | 58.5 | - | - | |
2026.02 | 62.41 | 57.32 | 66.47 | 44.79 | 62.47 | - | - | |
2025.12 | 62.23 | 47.92 | 23.43 | 71.12 | 58.1 | - | - | |
2026.02 | 62.23 | 47.92 | 23.43 | 71.12 | 49.91 | - | - | |
2026.04 | 62.23 | 47.92 | 23.43 | 71.12 | 58.1 | - | - | |
2026.02 | 61.4 | 52.4 | 24.9 | 47.6 | 51.3 | - | - | |
2026.06 | 60.11 | 37.95 | 34.99 | 16.75 | 48.11 | - | - | |
2026.06 | 58.59 | 42.57 | 39.31 | 18.12 | 49.12 | - | - | |
2026.06 | 56.88 | 41 | 36.48 | 14.08 | 47.05 | - | - | |
2026.06 | 55.36 | 42.14 | 37.2 | 13.35 | 46.53 | - | - | |
2026.06 | 51.6 | 45.1 | 42.5 | 18.6 | 46.3 | - | - | |
2026.06 | 51.3 | 47.8 | 17.8 | 24.4 | 42.9 | - | - | |
2026.06 | 50.7 | 46.1 | 14.6 | 18.4 | 41.7 | - | - | |
2026.06 | 50.4 | 44.2 | 38.9 | 17.3 | 45.4 | - | - | |
2026.06 | 49.8 | 43.2 | 40.4 | 15.1 | 44.5 | - | - | |
2026.06 | 49.19 | 39.07 | 30.13 | 10.98 | 40.98 | - | - | |
2026.06 | 48.6 | 42.1 | 35.3 | 15.1 | 42.9 | - | - | |
2026.06 | 48.5 | 44.5 | 12.5 | 16.7 | 40 | - | - | |
2026.06 | 48.13 | 32.93 | 33.3 | 12.67 | 40.05 | - | - | |
2026.06 | 48.05 | 38.39 | 32.89 | 10.77 | 40.79 | - | - | |
2026.06 | 47.31 | 37.88 | 21.76 | 13.35 | 38.14 | - | - | |
2026.06 | 46.6 | 46.2 | 15.2 | 23.9 | 40.2 | - | - | |
2026.06 | 45.47 | 38.12 | 20.34 | 9.99 | 36.68 | - | - | |
2026.06 | 45 | 38.7 | 19.5 | 24.1 | 39.4 | - | - | |
2026.06 | 44.9 | 38.6 | 17.3 | 21.7 | 38.6 | - | - | |
2026.06 | 44.9 | 39.4 | 38.5 | 16.9 | 40.8 | - | - | |
2026.06 | 44.6 | 38.1 | 17.5 | 21.9 | 38.5 | - | - | |
2026.06 | 43.7 | 37.4 | 15.9 | 18.6 | 37.3 | - | - | |
2026.06 | 42.6 | 37.1 | 36.3 | 19.8 | 39.1 | - | - | |
2026.06 | 42.5 | 36.9 | 35.1 | 22.8 | 38.9 | - | - | |
2026.06 | 41.3 | 35.6 | 33.4 | 20.1 | 37.8 | - | - | |
2026.02 | 40.22 | 19.01 | 50.12 | 55.1 | 49.01 | - | - | |
2026.06 | 30.75 | 32.87 | 16.72 | 8.81 | 26.85 | - | - | |
2026.06 | - | - | - | - | - | 40.13 | 17.12 | |
2026.06 | - | - | - | - | - | 40.14 | 16.9 | |
2026.06 | - | - | - | - | - | 39.77 | 17.15 | |
2026.06 | - | - | - | - | - | 39.02 | 16.28 |
Showing 100 of 108 rows