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ResearchFormerly WizWand

Long-context Memory Retrieval and Reasoning on LongMemEval 1M

49.58F1 ScoreMemSifter
27.344833.117438.8944.6626Mar 3, 2026
Updated 8mo ago

Evaluation results

MethodLinks
MemSifterBackbone LLM=Qwen3-30B-A3B-Ins2026.0349.58
BGE-M3Backbone LLM=Qwen3-30B-A3B-Ins2026.0349.07
Mem0Backbone LLM=Qwen3-30B-A3B-Ins2026.0348.53
ReasonRankBackbone LLM=Qwen3-30B-A3B-Ins2026.0348.2
GemmaEmbBackbone LLM=Qwen3-30B-A3B-Ins2026.0348.16
HippoRAGBackbone LLM=Qwen3-30B-A3B-Ins2026.0347.62
NemoriBackbone LLM=Qwen3-30B-A3B-Ins2026.0347.31
A-MEMBackbone LLM=Qwen3-30B-A3B-Ins2026.0346.77
Qwen3-30BBackbone LLM=Qwen3-30B-A3B-Ins2026.0346.42
RearankBackbone LLM=Qwen3-30B-A3B-Ins2026.0345.6
MemSifterBackbone LLM=DeepSeek V3.22026.0333.32
A-MEMBackbone LLM=DeepSeek V3.22026.0332.49
RearankBackbone LLM=DeepSeek V3.22026.0332.47
DS-V3.2Backbone LLM=DeepSeek V3.22026.0330.89
GemmaEmbBackbone LLM=DeepSeek V3.22026.0330.83
HippoRAGBackbone LLM=DeepSeek V3.22026.0330.83
BGE-M3Backbone LLM=DeepSeek V3.22026.0329.91
NemoriBackbone LLM=DeepSeek V3.22026.0329.24
ReasonRankBackbone LLM=DeepSeek V3.22026.0328.93
Mem0Backbone LLM=DeepSeek V3.22026.0328.2