Conversational Memory on LOCOMO
71.6F1 ScorePrism
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Prismagents=1, p95 (s)=0.89, Savings=93%2026.04 | 71.6 | 88.1 | — | |
| Full Contextp95 (s)=17.122026.04 | 58.2 | 71.4 | — | |
| Mem0gp95 (s)=2.59, Savings=88%2026.04 | 55.1 | 68.4 | — | |
| Mem0p95 (s)=1.44, Savings=90%2026.04 | 53.9 | 67.2 | — | |
| CC Memoryp95 (s)=0.38, Savings=90%2026.04 | 52.4 | 65.1 | — | |
| DeerFlowp95 (s)=0.42, Savings=88%2026.04 | 49.8 | 62.5 | — | |
| RAG-512p95 (s)=2.31, Savings=82%2026.04 | 47.1 | 59.8 | — | |
| TMEMModel=Qwen3-8B2026.06 | 26.75 | — | 20.24 | |
| TMEMModel=Qwen3-4B2026.06 | 25.72 | — | 15.4 | |
| AMEMModel=Qwen3-4B2026.06 | 25.66 | — | 11.33 | |
| MemAgent/MEM1Model=Qwen3-8B2026.06 | 24.26 | — | 15.9 | |
| No MemoryModel=Qwen3-4B2026.06 | 23.33 | — | 8.3 | |
| AMEMModel=Qwen3-8B2026.06 | 20.92 | — | 8.64 | |
| MemAgent/MEM1Model=Qwen3-4B2026.06 | 20.74 | — | 11.48 | |
| No MemoryModel=Qwen3-8B2026.06 | 18.48 | — | 3.12 |