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ResearchFormerly WizWand

Long-context Memory Retrieval and Reasoning on PersonaMem 32K

26.45F1 ScoreMemSifter
20.532422.068723.60525.1413Mar 3, 2026
Updated 8mo ago

Evaluation results

MethodLinks
MemSifterBackbone LLM=Qwen3-30B-A3B-Ins2026.0326.45
BGE-M3Backbone LLM=Qwen3-30B-A3B-Ins2026.0324.98
Mem0Backbone LLM=Qwen3-30B-A3B-Ins2026.0324.87
A-MEMBackbone LLM=Qwen3-30B-A3B-Ins2026.0324.57
NemoriBackbone LLM=Qwen3-30B-A3B-Ins2026.0324.35
Qwen3-30BBackbone LLM=Qwen3-30B-A3B-Ins2026.0324.25
ReasonRankBackbone LLM=Qwen3-30B-A3B-Ins2026.0323.78
MemSifterBackbone LLM=DeepSeek V3.22026.0323.7
HippoRAGBackbone LLM=Qwen3-30B-A3B-Ins2026.0323.35
GemmaEmbBackbone LLM=Qwen3-30B-A3B-Ins2026.0323.3
HippoRAGBackbone LLM=DeepSeek V3.22026.0322.65
RearankBackbone LLM=Qwen3-30B-A3B-Ins2026.0322.37
Mem0Backbone LLM=DeepSeek V3.22026.0322.33
RearankBackbone LLM=DeepSeek V3.22026.0322.23
DS-V3.2Backbone LLM=DeepSeek V3.22026.0321.69
ReasonRankBackbone LLM=DeepSeek V3.22026.0321.6
A-MEMBackbone LLM=DeepSeek V3.22026.0321.44
NemoriBackbone LLM=DeepSeek V3.22026.0321.25
GemmaEmbBackbone LLM=DeepSeek V3.22026.0320.96
BGE-M3Backbone LLM=DeepSeek V3.22026.0320.76