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Multiple-choice Query Answering on PersonaMem (Average)

72AccuracyTreeMem
31.4441.9752.563.03May 6, 2026

Evaluation results

MethodLinks
TreeMemBackbone=Qwen2026.0572
TreeMemBackbone=Llama2026.0570
CoMAMBackbone=Qwen2026.0567
CoMAMBackbone=Llama2026.0566
Mem-αBackbone=Qwen2026.0564
Mem-αBackbone=Llama2026.0562
Memory-R1Backbone=Qwen2026.0559
Memory-R1Backbone=Llama2026.0559
Mem1Backbone=Qwen2026.0558
Mem1Backbone=Llama2026.0558
Mem0Backbone=Qwen2026.0556
Mem0Backbone=Llama2026.0553
CAMBackbone=Qwen2026.0549
MemoryBankBackbone=Qwen2026.0547
A-MemBackbone=Qwen2026.0546
RAGBackbone=Qwen2026.0545
CAMBackbone=Llama2026.0545
MemoryBankBackbone=Llama2026.0542
A-MemBackbone=Llama2026.0540
BaseBackbone=Qwen2026.0539
RAGBackbone=Llama2026.0539
BaseBackbone=Llama2026.0533