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ResearchFormerly WizWand

Query-Answering on PersonaMem 128K context length

70Query-Answering AccuracyCoMAM
-2.48816.33135.1553.969Mar 13, 2026Mar 25, 2026Apr 7, 2026Apr 20, 2026May 3, 2026May 16, 2026May 29, 2026
Updated 5mo ago

Evaluation results

MethodLinks
CoMAMBackbone=Qwen2026.0370—
CoMAMBackbone=Llama2026.0368—
Memory-R1Backbone=Llama2026.0361—
Memory-R1Backbone=Qwen2026.0360—
Mem1Backbone=Llama2026.0358—
Mem1Backbone=Qwen2026.0357—
CAMBackbone=Qwen2026.0350—
MemoryBankBackbone=Qwen2026.0347—
RAGBackbone=Qwen2026.0345—
CAMBackbone=Llama2026.0345—
A-MemBackbone=Qwen2026.0344—
MemoryBankBackbone=Llama2026.0342—
BaseBackbone=Qwen2026.0339—
RAGBackbone=Llama2026.0339—
A-MemBackbone=Llama2026.0337—
BaseBackbone=Llama2026.0331—
ElasticMemBackbone=Qwen2.5-7B-Instruct, Memory Space=Latent-Space, Few-shot setting=no-few-shot-example2026.050.84539
ElasticMemBackbone=Qwen2.5-3B-Instruct, Memory Space=Latent-Space, Few-shot setting=no-few-shot-example2026.050.77539
TreeMemBackbone=Qwen2026.050.75—
TreeMemBackbone=Llama2026.050.74—
CoMAMBackbone=Qwen2026.050.7—
CoMAMBackbone=Llama2026.050.68—
Mem-αBackbone=Qwen2026.050.67—
Mem-αBackbone=Llama2026.050.66—
MemGenBackbone=Qwen2.5-7B-Instruct, Memory Space=Latent-Space, Few-shot setting=no-few-shot-example2026.050.66393
Memory-R1Backbone=Llama2026.050.61—
Memory-R1Backbone=Qwen2026.050.6—
M+Backbone=Qwen2.5-7B-Instruct, Memory Space=Latent-Space, Few-shot setting=no-few-shot-example2026.050.59350
Mem1Backbone=Llama2026.050.58—
MemGenBackbone=Qwen2.5-3B-Instruct, Memory Space=Latent-Space, Few-shot setting=no-few-shot-example2026.050.58393
Mem1Backbone=Qwen2026.050.57—
Mem0Backbone=Qwen2026.050.55—
M+Backbone=Qwen2.5-3B-Instruct, Memory Space=Latent-Space, Few-shot setting=no-few-shot-example2026.050.52350
AutoCompressorBackbone=Qwen2.5-7B-Instruct, Memory Space=Latent-Space, Few-shot setting=no-few-shot-example2026.050.521,127
CAMBackbone=Qwen2026.050.5—
Mem0Backbone=Llama2026.050.49—
MemoryBankBackbone=Qwen2026.050.47—
RAGBackbone=Qwen2026.050.45—
CAMBackbone=Llama2026.050.45—
AutoCompressorBackbone=Qwen2.5-3B-Instruct, Memory Space=Latent-Space, Few-shot setting=no-few-shot-example2026.050.451,127
A-MemBackbone=Qwen2026.050.44—
MemoryBankBackbone=Llama2026.050.42—
LangMemBackbone=Qwen2.5-7B-Instruct, Memory Space=Text-Space, Few-shot setting=no-few-shot-example2026.050.423,097
MemPBackbone=Qwen2.5-7B-Instruct, Memory Space=Text-Space, Few-shot setting=no-few-shot-example2026.050.429,581
BaseBackbone=Qwen2026.050.39—
RAGBackbone=Llama2026.050.39—
Mem0Backbone=Qwen2.5-3B-Instruct, Memory Space=Text-Space, Few-shot setting=no-few-shot-example2026.050.39662
Mem0Backbone=Qwen2.5-7B-Instruct, Memory Space=Text-Space, Few-shot setting=no-few-shot-example2026.050.39676
A-MEMBackbone=Qwen2.5-3B-Instruct, Memory Space=Text-Space, Few-shot setting=no-few-shot-example2026.050.383,530
MemPBackbone=Qwen2.5-3B-Instruct, Memory Space=Text-Space, Few-shot setting=no-few-shot-example2026.050.3829,567
MemoryOSBackbone=Qwen2.5-7B-Instruct, Memory Space=Text-Space, Few-shot setting=no-few-shot-example2026.050.389,748
A-MemBackbone=Llama2026.050.37—
A-MEMBackbone=Qwen2.5-7B-Instruct, Memory Space=Text-Space, Few-shot setting=no-few-shot-example2026.050.3711,098
LightMemBackbone=Qwen2.5-3B-Instruct, Memory Space=Text-Space, Few-shot setting=no-few-shot-example2026.050.351,306
MemoryBankBackbone=Qwen2.5-7B-Instruct, Memory Space=Text-Space, Few-shot setting=no-few-shot-example2026.050.354,724
MemoryBankBackbone=Qwen2.5-3B-Instruct, Memory Space=Text-Space, Few-shot setting=no-few-shot-example2026.050.334,618
LightMemBackbone=Qwen2.5-7B-Instruct, Memory Space=Text-Space, Few-shot setting=no-few-shot-example2026.050.331,228
MemoryOSBackbone=Qwen2.5-3B-Instruct, Memory Space=Text-Space, Few-shot setting=no-few-shot-example2026.050.329,440
BaseBackbone=Llama2026.050.31—
LangMemBackbone=Qwen2.5-3B-Instruct, Memory Space=Text-Space, Few-shot setting=no-few-shot-example2026.050.31,626