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ResearchFormerly WizWand

Long-context Management on LoCoMo

65.2F1 ScoreEQUIMEM
17.98430.24242.554.758May 10, 2026
Updated 5mo ago

Evaluation results

MethodLinks
EQUIMEMFramework=AutoGen, Memory=AriGraph2026.0565.2
EQUIMEMFramework=MacNet, Memory=AriGraph2026.0562.7
EQUIMEMFramework=MacNet, Memory=G-Memory2026.0562.1
EQUIMEMFramework=AutoGen, Memory=G-Memory2026.0559.1
EQUIMEMFramework=DyLAN, Memory=AriGraph2026.0557.3
PPL FilterFramework=MacNet, Memory=G-Memory2026.0556.8
EQUIMEMFramework=DyLAN, Memory=G-Memory2026.0554.6
PPL FilterFramework=AutoGen, Memory=G-Memory2026.0553.2
PPL FilterFramework=AutoGen, Memory=AriGraph2026.0552.4
LLM AuditFramework=MacNet, Memory=G-Memory2026.0551.3
EQUIMEMFramework=MacNet, Memory=Voyager2026.0551.2
LLM AuditFramework=AutoGen, Memory=G-Memory2026.0549.8
PPL FilterFramework=MacNet, Memory=AriGraph2026.0549.8
PPL FilterFramework=DyLAN, Memory=G-Memory2026.0548.6
LLM AuditFramework=AutoGen, Memory=AriGraph2026.0547.6
VanillaFramework=MacNet, Memory=G-Memory2026.0547.6
EQUIMEMFramework=AutoGen, Memory=Voyager2026.0546.4
PPL FilterFramework=DyLAN, Memory=AriGraph2026.0546.3
VanillaFramework=AutoGen, Memory=G-Memory2026.0543.2
A-MemGuardFramework=MacNet, Memory=Voyager2026.0543.2
EQUIMEMFramework=DyLAN, Memory=Voyager2026.0543.2
VanillaFramework=AutoGen, Memory=AriGraph2026.0542.3
EQUIMEMFramework=DyLAN, Memory=MemBank2026.0542.2
LLM AuditFramework=MacNet, Memory=AriGraph2026.0541.5
LLM AuditFramework=DyLAN, Memory=AriGraph2026.0540.1
LLM AuditFramework=DyLAN, Memory=G-Memory2026.0540.1
VanillaFramework=MacNet, Memory=AriGraph2026.0539.8
EQUIMEMFramework=AutoGen, Memory=MemBank2026.0539.6
EQUIMEMFramework=MacNet, Memory=MemBank2026.0538.8
A-MemGuardFramework=AutoGen, Memory=Voyager2026.0537.5
VanillaFramework=DyLAN, Memory=G-Memory2026.0537.4
A-MemGuardFramework=DyLAN, Memory=MemBank2026.0537.2
PPL FilterFramework=MacNet, Memory=Voyager2026.0535.7
VanillaFramework=DyLAN, Memory=AriGraph2026.0535.4
PPL FilterFramework=AutoGen, Memory=Voyager2026.0534.1
A-MemGuardFramework=AutoGen, Memory=MemBank2026.0534.1
A-MemGuardFramework=DyLAN, Memory=Voyager2026.0533.6
A-MemGuardFramework=MacNet, Memory=MemBank2026.0532.7
LLM AuditFramework=MacNet, Memory=Voyager2026.0531.5
PPL FilterFramework=AutoGen, Memory=MemBank2026.0530.6
LLM AuditFramework=DyLAN, Memory=MemBank2026.0530.4
PPL FilterFramework=MacNet, Memory=MemBank2026.0529.4
LLM AuditFramework=AutoGen, Memory=MemBank2026.0529.2
PPL FilterFramework=DyLAN, Memory=Voyager2026.0529.2
PPL FilterFramework=DyLAN, Memory=MemBank2026.0529.1
LLM AuditFramework=AutoGen, Memory=Voyager2026.0528.2
LLM AuditFramework=DyLAN, Memory=Voyager2026.0527.5
VanillaFramework=MacNet, Memory=Voyager2026.0526.3
VanillaFramework=AutoGen, Memory=Voyager2026.0525.8
VanillaFramework=DyLAN, Memory=MemBank2026.0524.9
LLM AuditFramework=MacNet, Memory=MemBank2026.0522.8
VanillaFramework=DyLAN, Memory=Voyager2026.0522.1
VanillaFramework=AutoGen, Memory=MemBank2026.0521.4
No-memoryFramework=DyLAN, Memory=Stateless2026.0521
VanillaFramework=MacNet, Memory=MemBank2026.0520.7
No-memoryFramework=AutoGen, Memory=Stateless2026.0520.2
No-memoryFramework=MacNet, Memory=Stateless2026.0519.8