Agentic Memory Retrieval on MemoryAgentBench
82Access RateLong context
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Long contextLLM judge=true2026.06 | 82 | 52 | 6 | 12 | |
| HippoRAGLLM judge=true2026.06 | 74 | 58 | 10 | 14 | |
| AMA-AgentLLM judge=true2026.06 | 66 | 42 | 6 | 12 | |
| PlugMemLLM judge=true2026.06 | 64 | 58 | 10 | 24 | |
| MemRLLLM judge=true2026.06 | 64 | 54 | 4 | 6 | |
| LightMemLLM judge=true2026.06 | 62 | 60 | 10 | 16 | |
| DCI-LiteLLM judge=true2026.06 | 60 | 54 | 10 | 14 | |
| DCI-Lite+SumLLM judge=true2026.06 | 58 | 48 | 6 | 16 | |
| SimpleMemLLM judge=true2026.06 | 56 | 46 | 26 | 20 | |
| Mem-TLLM judge=true2026.06 | 38 | 66 | 2 | 10 |