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Simple Question Answering on NQ* (test)

40.09RAG F1HippoRAG + DeepRefine-8B
11.812419.153726.49533.8363May 11, 2026
Updated 5mo ago

Evaluation results

MethodLinks
HippoRAG + DeepRefine-8BConstructor=AR1, Refinement Model=DeepRefine-8B2026.0540.09
HippoRAGConstructor=AR12026.0539.84
HippoRAG + DeepRefine-4BConstructor=AR1, Refinement Model=DeepRefine-4B2026.0539.75
HippoRAG2 + DeepRefine-8BConstructor=AR1, Refinement Model=DeepRefine-8B2026.0538.6
HippoRAG2 + DeepRefine-4BConstructor=AR1, Refinement Model=DeepRefine-4B2026.0537.71
HippoRAG2Constructor=AR12026.0537.25
HippoRAG2 + DeepRefine-8BConstructor=Naive, Refinement Model=DeepRefine-8B2026.0536.03
HippoRAG2 + DeepRefine-4BConstructor=Naive, Refinement Model=DeepRefine-4B2026.0535.93
HippoRAG2Constructor=Naive2026.0535.91
HippoRAG + DeepRefine-4BConstructor=Naive, Refinement Model=DeepRefine-4B2026.0535.85
HippoRAG + DeepRefine-8BConstructor=Naive, Refinement Model=DeepRefine-8B2026.0535.69
HippoRAGConstructor=Naive2026.0535.54
ToG + DeepRefine-8BConstructor=AR1, Refinement Model=DeepRefine-8B2026.0529.91
ToGConstructor=AR12026.0529.88
ToG + DeepRefine-4BConstructor=AR1, Refinement Model=DeepRefine-4B2026.0529.47
Subgraph + DeepRefine-8BConstructor=AR1, Refinement Model=DeepRefine-8B2026.0529.41
SubgraphConstructor=AR12026.0529.27
Subgraph + DeepRefine-4BConstructor=AR1, Refinement Model=DeepRefine-4B2026.0528.1
Subgraph + DeepRefine-4BConstructor=Naive, Refinement Model=DeepRefine-4B2026.0527.5
Subgraph + DeepRefine-8BConstructor=Naive, Refinement Model=DeepRefine-8B2026.0526.65
SubgraphConstructor=Naive2026.0526.43
ToG + DeepRefine-8BConstructor=Naive, Refinement Model=DeepRefine-8B2026.0525.72
ToG + DeepRefine-4BConstructor=Naive, Refinement Model=DeepRefine-4B2026.0525.6
ToGConstructor=Naive2026.0525.55
Subgraph + DeepRefine-8BConstructor=Graphify (LLM-Wiki), Refinement Model=DeepRefine-8B2026.0521.26
Subgraph + DeepRefine-4BConstructor=Graphify (LLM-Wiki), Refinement Model=DeepRefine-4B2026.0520.97
SubgraphConstructor=Graphify (LLM-Wiki)2026.0520.42
ToG + DeepRefine-8BConstructor=Graphify (LLM-Wiki), Refinement Model=DeepRefine-8B2026.0518.22
ToG + DeepRefine-4BConstructor=Graphify (LLM-Wiki), Refinement Model=DeepRefine-4B2026.0517.9
ToGConstructor=Graphify (LLM-Wiki)2026.0516.69
HippoRAG2 + DeepRefine-4BConstructor=Graphify (LLM-Wiki), Refinement Model=DeepRefine-4B2026.0513.9
HippoRAG2 + DeepRefine-8BConstructor=Graphify (LLM-Wiki), Refinement Model=DeepRefine-8B2026.0513.77
HippoRAG2Constructor=Graphify (LLM-Wiki)2026.0513.62
HippoRAG + DeepRefine-8BConstructor=Graphify (LLM-Wiki), Refinement Model=DeepRefine-8B2026.0513.46
HippoRAGConstructor=Graphify (LLM-Wiki)2026.0513.23
HippoRAG + DeepRefine-4BConstructor=Graphify (LLM-Wiki), Refinement Model=DeepRefine-4B2026.0512.9