Long-context Memory Retrieval on LoCoMo
97.1Single-hop
Mnemis
Updated 4d 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 | |
2026.02 | 95.7 | 89.7 | 77.6 | 79.2 | 89.8 | |
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 | |
2026.02 | 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 | |
2026.02 | 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 | |
2026.02 | 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 | |
2026.01 | 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 | |
2026.02 | 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 | |
2026.02 | 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 | |
2026.02 | 61.4 | 52.4 | 24.9 | 47.6 | 51.3 | |
2026.02 | 40.22 | 19.01 | 50.12 | 55.1 | 49.01 |