Proactive memory triggering on ProactiveMemBench
59.24Recall@5 (Behavioral)MemCog (full)
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MemCog (full)Backbone=GLM-5.12026.05 | 59.24 | 57.58 | 71.1 | 53.43 | 46.03 | 59.51 | 86.78 | 89.14 | 90.96 | 88.71 | 86.86 | 87.58 | 91.02 | |
| HyperMemBackbone=GLM-5.12026.05 | 58.51 | 48.49 | 63.47 | 50.98 | 53.97 | 56.52 | 78.96 | 71.45 | 84.7 | 78.35 | 80.38 | 79.13 | 85.71 | |
| Full ContextBackbone=GLM-5.12026.05 | 53.8 | 59.09 | 62.24 | 50.24 | 57.14 | 56.52 | 85.83 | 83.27 | 87.23 | 82.71 | 84.19 | 85.06 | 72.65 | |
| MemCog w/o Graph OverlayBackbone=GLM-5.1, Graph Overlay=w/o Graph Overlay2026.05 | 50.36 | 42.42 | 63.48 | 47.55 | 61.91 | 53.82 | 83.91 | 80.21 | 91.32 | 87.64 | 88.19 | 83.34 | 87.75 | |
| ZEPBackbone=GLM-5.12026.05 | 47.83 | 50.01 | 53.19 | 32.84 | 42.86 | 45.98 | 75.65 | 73.64 | 81.54 | 74 | 79.05 | 77.12 | 80.4 | |
| MemCog w/o ProactiveBackbone=GLM-5.1, Protocol=w/o Proactive2026.05 | 39.49 | 34.85 | 52.48 | 44.61 | 50.79 | 44.9 | 78.76 | 75.56 | 87.23 | 76.24 | 81.33 | 77.81 | 82.45 | |
| mem0Backbone=GLM-5.12026.05 | 34.78 | 45.45 | 41.49 | 30.14 | 38.1 | 37.5 | 71.83 | 77.85 | 78.13 | 72.61 | 76.76 | 73.95 | 75.1 | |
| A-MemBackbone=GLM-5.12026.05 | 23.37 | 42.42 | 30.32 | 33.33 | 47.62 | 32.75 | 68.7 | 74.1 | 75.73 | 71.65 | 77.33 | 71.67 | 75.92 |