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ResearchFormerly WizWand

Long-context Memory Retrieval and Reasoning on HotpotQA 128K

24.95F1 ScoreMemSifter
19.552420.953722.35523.7563Mar 3, 2026
Updated 8mo ago

Evaluation results

MethodLinks
MemSifterBackbone LLM=DeepSeek V3.22026.0324.95
HippoRAGBackbone LLM=DeepSeek V3.22026.0323.2
A-MEMBackbone LLM=DeepSeek V3.22026.0323.12
NemoriBackbone LLM=DeepSeek V3.22026.0322.76
MemSifterBackbone LLM=Qwen3-30B-A3B-Ins2026.0322.71
ReasonRankBackbone LLM=Qwen3-30B-A3B-Ins2026.0322.37
ReasonRankBackbone LLM=DeepSeek V3.22026.0322.25
Qwen3-30BBackbone LLM=Qwen3-30B-A3B-Ins2026.0321.59
HippoRAGBackbone LLM=Qwen3-30B-A3B-Ins2026.0321.41
GemmaEmbBackbone LLM=DeepSeek V3.22026.0321.01
NemoriBackbone LLM=Qwen3-30B-A3B-Ins2026.0320.91
BGE-M3Backbone LLM=DeepSeek V3.22026.0320.79
Mem0Backbone LLM=Qwen3-30B-A3B-Ins2026.0320.57
BGE-M3Backbone LLM=Qwen3-30B-A3B-Ins2026.0320.49
Mem0Backbone LLM=DeepSeek V3.22026.0320.35
RearankBackbone LLM=Qwen3-30B-A3B-Ins2026.0319.95
DS-V3.2Backbone LLM=DeepSeek V3.22026.0319.88
A-MEMBackbone LLM=Qwen3-30B-A3B-Ins2026.0319.85
GemmaEmbBackbone LLM=Qwen3-30B-A3B-Ins2026.0319.84
RearankBackbone LLM=DeepSeek V3.22026.0319.76