Long-context Management on LoCoMo
65.2F1 ScoreEQUIMEM
Evaluation Results
| Method | Links | |
|---|---|---|
| EQUIMEMFramework=AutoGen, Memory=AriGraph2026.05 | 65.2 | |
| EQUIMEMFramework=MacNet, Memory=AriGraph2026.05 | 62.7 | |
| EQUIMEMFramework=MacNet, Memory=G-Memory2026.05 | 62.1 | |
| EQUIMEMFramework=AutoGen, Memory=G-Memory2026.05 | 59.1 | |
| EQUIMEMFramework=DyLAN, Memory=AriGraph2026.05 | 57.3 | |
| PPL FilterFramework=MacNet, Memory=G-Memory2026.05 | 56.8 | |
| EQUIMEMFramework=DyLAN, Memory=G-Memory2026.05 | 54.6 | |
| PPL FilterFramework=AutoGen, Memory=G-Memory2026.05 | 53.2 | |
| PPL FilterFramework=AutoGen, Memory=AriGraph2026.05 | 52.4 | |
| LLM AuditFramework=MacNet, Memory=G-Memory2026.05 | 51.3 | |
| EQUIMEMFramework=MacNet, Memory=Voyager2026.05 | 51.2 | |
| LLM AuditFramework=AutoGen, Memory=G-Memory2026.05 | 49.8 | |
| PPL FilterFramework=MacNet, Memory=AriGraph2026.05 | 49.8 | |
| PPL FilterFramework=DyLAN, Memory=G-Memory2026.05 | 48.6 | |
| LLM AuditFramework=AutoGen, Memory=AriGraph2026.05 | 47.6 | |
| VanillaFramework=MacNet, Memory=G-Memory2026.05 | 47.6 | |
| EQUIMEMFramework=AutoGen, Memory=Voyager2026.05 | 46.4 | |
| PPL FilterFramework=DyLAN, Memory=AriGraph2026.05 | 46.3 | |
| VanillaFramework=AutoGen, Memory=G-Memory2026.05 | 43.2 | |
| A-MemGuardFramework=MacNet, Memory=Voyager2026.05 | 43.2 | |
| EQUIMEMFramework=DyLAN, Memory=Voyager2026.05 | 43.2 | |
| VanillaFramework=AutoGen, Memory=AriGraph2026.05 | 42.3 | |
| EQUIMEMFramework=DyLAN, Memory=MemBank2026.05 | 42.2 | |
| LLM AuditFramework=MacNet, Memory=AriGraph2026.05 | 41.5 | |
| LLM AuditFramework=DyLAN, Memory=AriGraph2026.05 | 40.1 | |
| LLM AuditFramework=DyLAN, Memory=G-Memory2026.05 | 40.1 | |
| VanillaFramework=MacNet, Memory=AriGraph2026.05 | 39.8 | |
| EQUIMEMFramework=AutoGen, Memory=MemBank2026.05 | 39.6 | |
| EQUIMEMFramework=MacNet, Memory=MemBank2026.05 | 38.8 | |
| A-MemGuardFramework=AutoGen, Memory=Voyager2026.05 | 37.5 | |
| VanillaFramework=DyLAN, Memory=G-Memory2026.05 | 37.4 | |
| A-MemGuardFramework=DyLAN, Memory=MemBank2026.05 | 37.2 | |
| PPL FilterFramework=MacNet, Memory=Voyager2026.05 | 35.7 | |
| VanillaFramework=DyLAN, Memory=AriGraph2026.05 | 35.4 | |
| PPL FilterFramework=AutoGen, Memory=Voyager2026.05 | 34.1 | |
| A-MemGuardFramework=AutoGen, Memory=MemBank2026.05 | 34.1 | |
| A-MemGuardFramework=DyLAN, Memory=Voyager2026.05 | 33.6 | |
| A-MemGuardFramework=MacNet, Memory=MemBank2026.05 | 32.7 | |
| LLM AuditFramework=MacNet, Memory=Voyager2026.05 | 31.5 | |
| PPL FilterFramework=AutoGen, Memory=MemBank2026.05 | 30.6 | |
| LLM AuditFramework=DyLAN, Memory=MemBank2026.05 | 30.4 | |
| PPL FilterFramework=MacNet, Memory=MemBank2026.05 | 29.4 | |
| LLM AuditFramework=AutoGen, Memory=MemBank2026.05 | 29.2 | |
| PPL FilterFramework=DyLAN, Memory=Voyager2026.05 | 29.2 | |
| PPL FilterFramework=DyLAN, Memory=MemBank2026.05 | 29.1 | |
| LLM AuditFramework=AutoGen, Memory=Voyager2026.05 | 28.2 | |
| LLM AuditFramework=DyLAN, Memory=Voyager2026.05 | 27.5 | |
| VanillaFramework=MacNet, Memory=Voyager2026.05 | 26.3 | |
| VanillaFramework=AutoGen, Memory=Voyager2026.05 | 25.8 | |
| VanillaFramework=DyLAN, Memory=MemBank2026.05 | 24.9 | |
| LLM AuditFramework=MacNet, Memory=MemBank2026.05 | 22.8 | |
| VanillaFramework=DyLAN, Memory=Voyager2026.05 | 22.1 | |
| VanillaFramework=AutoGen, Memory=MemBank2026.05 | 21.4 | |
| No-memoryFramework=DyLAN, Memory=Stateless2026.05 | 21 | |
| VanillaFramework=MacNet, Memory=MemBank2026.05 | 20.7 | |
| No-memoryFramework=AutoGen, Memory=Stateless2026.05 | 20.2 | |
| No-memoryFramework=MacNet, Memory=Stateless2026.05 | 19.8 |