Memory Management on HaluMem
47.28Memory UpdatingZep
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ZepMemory Management Paradigm=Multi-Agent Memory Manager, Training Protocol=Training-free2026.04 | 47.28 | — | 55.47 | |
| DeltaMem-8B-RLMemory Management Paradigm=Agentic Memory Manager, Training Protocol=RL-trained, Backbone/Model Size=8B2026.04 | 41.54 | 80.65 | 66.43 | |
| DeltaMem-4B-RLMemory Management Paradigm=Agentic Memory Manager, Training Protocol=RL-trained, Backbone/Model Size=4B2026.04 | 38.89 | 79.57 | 65.62 | |
| DeltaMem-4oMemory Management Paradigm=Agentic Memory Manager, Training Protocol=Training-free, Backbone/Model Size=GPT-4o mini2026.04 | 35.11 | 73.13 | 60.89 | |
| DeltaMem-8BMemory Management Paradigm=Agentic Memory Manager, Training Protocol=Training-free, Backbone/Model Size=8B2026.04 | 31.77 | 68.02 | 62.5 | |
| Mem0Memory Management Paradigm=Multi-Agent Memory Manager, Training Protocol=Training-free2026.04 | 25.5 | 57.31 | 53.02 | |
| DeltaMem-4BMemory Management Paradigm=Agentic Memory Manager, Training Protocol=Training-free, Backbone/Model Size=4B2026.04 | 25.4 | 65.06 | 60.14 | |
| Mem0-GraphMemory Management Paradigm=Multi-Agent Memory Manager, Training Protocol=Training-free2026.04 | 24.5 | 57.85 | 54.66 | |
| SupermemoryMemory Management Paradigm=Multi-Agent Memory Manager, Training Protocol=Training-free2026.04 | 16.37 | 56.9 | 54.07 | |
| LightMemMemory Management Paradigm=Multi-Agent Memory Manager, Training Protocol=Training-free2026.04 | 7.43 | 70.8 | 58.38 | |
| MemobaseMemory Management Paradigm=Multi-Agent Memory Manager, Training Protocol=Training-free2026.04 | 5.2 | 25.13 | 35.33 |