Answer Generation on LoCoMo
54.634o-JAll-Mem
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| All-Mem2026.03 | 54.63 | 52.18 | 46.31 | 52.01 | |
| Mem02026.03 | 48.91 | 43.08 | 40.63 | 45.21 | |
| LightMem2026.03 | 44.39 | 41.94 | 37.13 | 42.23 | |
| HippoRAG 22026.03 | 42.37 | 34.79 | 29.67 | 33.56 | |
| Full History2026.03 | 41.39 | 29.57 | 26.76 | 29.03 | |
| A-Mem2026.03 | 40.74 | 34.59 | 30.14 | 34.56 | |
| Naive RAG2026.03 | 37.94 | 32.56 | 29.05 | 33.94 | |
| MemGPT2026.03 | 33.19 | 25.34 | 20.51 | 25.74 |