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ResearchFormerly WizWand

Query Answering on PersonaMem 32K context length

90Query-Answering AccuracyElasticMem
32.847.6562.577.35Mar 13, 2026Mar 25, 2026Apr 7, 2026Apr 20, 2026May 3, 2026May 16, 2026May 29, 2026
Updated 5mo ago

Evaluation results

MethodLinks
ElasticMemBackbone=Qwen2.5-7B-Instruct, Memory Space=Latent-Space, Few-shot setting=no-few-shot-example2026.0590528
ElasticMemBackbone=Qwen2.5-3B-Instruct, Memory Space=Latent-Space, Few-shot setting=no-few-shot-example2026.0574528
MemGenBackbone=Qwen2.5-7B-Instruct, Memory Space=Latent-Space, Few-shot setting=no-few-shot-example2026.0570502
TreeMemBackbone=Qwen2026.0569—
LangMemBackbone=Qwen2.5-7B-Instruct, Memory Space=Text-Space, Few-shot setting=no-few-shot-example2026.05681,359
CoMAMBackbone=Qwen2026.0364—
CoMAMBackbone=Qwen2026.0564—
TreeMemBackbone=Llama2026.0564—
M+Backbone=Qwen2.5-7B-Instruct, Memory Space=Latent-Space, Few-shot setting=no-few-shot-example2026.0564447
CoMAMBackbone=Llama2026.0362—
Mem-αBackbone=Qwen2026.0562—
CoMAMBackbone=Llama2026.0562—
MemGenBackbone=Qwen2.5-3B-Instruct, Memory Space=Latent-Space, Few-shot setting=no-few-shot-example2026.0562502
Mem1Backbone=Qwen2026.0359—
Mem1Backbone=Qwen2026.0559—
Memory-R1Backbone=Qwen2026.0358—
Memory-R1Backbone=Qwen2026.0558—
Mem-αBackbone=Llama2026.0558—
Memory-R1Backbone=Llama2026.0357—
Memory-R1Backbone=Llama2026.0557—
Mem1Backbone=Llama2026.0356—
Mem0Backbone=Qwen2026.0556—
Mem1Backbone=Llama2026.0556—
M+Backbone=Qwen2.5-3B-Instruct, Memory Space=Latent-Space, Few-shot setting=no-few-shot-example2026.0556447
AutoCompressorBackbone=Qwen2.5-7B-Instruct, Memory Space=Latent-Space, Few-shot setting=no-few-shot-example2026.0556717
Mem0Backbone=Llama2026.0555—
Mem0Backbone=Qwen2.5-7B-Instruct, Memory Space=Text-Space, Few-shot setting=no-few-shot-example2026.0554794
CAMBackbone=Qwen2026.0353—
CAMBackbone=Qwen2026.0553—
MemoryBankBackbone=Qwen2.5-7B-Instruct, Memory Space=Text-Space, Few-shot setting=no-few-shot-example2026.05532,639
A-MEMBackbone=Qwen2.5-7B-Instruct, Memory Space=Text-Space, Few-shot setting=no-few-shot-example2026.05529,731
LightMemBackbone=Qwen2.5-7B-Instruct, Memory Space=Text-Space, Few-shot setting=no-few-shot-example2026.0552864
MemoryOSBackbone=Qwen2.5-7B-Instruct, Memory Space=Text-Space, Few-shot setting=no-few-shot-example2026.05524,695
MemPBackbone=Qwen2.5-7B-Instruct, Memory Space=Text-Space, Few-shot setting=no-few-shot-example2026.055211,964
MemoryBankBackbone=Qwen2026.0351—
MemoryBankBackbone=Qwen2026.0551—
A-MemBackbone=Qwen2026.0350—
A-MemBackbone=Qwen2026.0550—
MemoryBankBackbone=Qwen2.5-3B-Instruct, Memory Space=Text-Space, Few-shot setting=no-few-shot-example2026.05502,473
RAGBackbone=Qwen2026.0348—
CAMBackbone=Llama2026.0348—
RAGBackbone=Qwen2026.0548—
CAMBackbone=Llama2026.0548—
A-MEMBackbone=Qwen2.5-3B-Instruct, Memory Space=Text-Space, Few-shot setting=no-few-shot-example2026.05484,899
MemoryOSBackbone=Qwen2.5-3B-Instruct, Memory Space=Text-Space, Few-shot setting=no-few-shot-example2026.05484,419
AutoCompressorBackbone=Qwen2.5-3B-Instruct, Memory Space=Latent-Space, Few-shot setting=no-few-shot-example2026.0548717
A-MemBackbone=Llama2026.0346—
A-MemBackbone=Llama2026.0546—
LightMemBackbone=Qwen2.5-3B-Instruct, Memory Space=Text-Space, Few-shot setting=no-few-shot-example2026.0546851
MemoryBankBackbone=Llama2026.0345—
MemoryBankBackbone=Llama2026.0545—
RAGBackbone=Llama2026.0343—
RAGBackbone=Llama2026.0543—
Mem0Backbone=Qwen2.5-3B-Instruct, Memory Space=Text-Space, Few-shot setting=no-few-shot-example2026.0542778
MemPBackbone=Qwen2.5-3B-Instruct, Memory Space=Text-Space, Few-shot setting=no-few-shot-example2026.054212,002
BaseBackbone=Qwen2026.0341—
BaseBackbone=Qwen2026.0541—
LangMemBackbone=Qwen2.5-3B-Instruct, Memory Space=Text-Space, Few-shot setting=no-few-shot-example2026.0540675
BaseBackbone=Llama2026.0335—
BaseBackbone=Llama2026.0535—