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Simple Question Answering on PopQA (test)

65.24RAG F1HippoRAG2 + DeepRefine-8B
3.183219.294135.40551.5159May 11, 2026
Updated 5mo ago

Evaluation results

MethodLinks
HippoRAG2 + DeepRefine-8BConstructor=AR1, Refinement Model=DeepRefine-8B2026.0565.24
HippoRAG2Constructor=AR12026.0564.69
HippoRAG + DeepRefine-8BConstructor=AR1, Refinement Model=DeepRefine-8B2026.0564.63
HippoRAGConstructor=AR12026.0564.43
HippoRAG2 + DeepRefine-4BConstructor=AR1, Refinement Model=DeepRefine-4B2026.0563.91
HippoRAG + DeepRefine-4BConstructor=AR1, Refinement Model=DeepRefine-4B2026.0563.87
HippoRAG + DeepRefine-4BConstructor=Naive, Refinement Model=DeepRefine-4B2026.0563.73
HippoRAGConstructor=Naive2026.0563.56
HippoRAG2 + DeepRefine-8BConstructor=Naive, Refinement Model=DeepRefine-8B2026.0563.4
HippoRAG2Constructor=Naive2026.0563.08
HippoRAG + DeepRefine-8BConstructor=Naive, Refinement Model=DeepRefine-8B2026.0562.96
HippoRAG2 + DeepRefine-4BConstructor=Naive, Refinement Model=DeepRefine-4B2026.0562.81
ToG + DeepRefine-8BConstructor=AR1, Refinement Model=DeepRefine-8B2026.0561.2
ToG + DeepRefine-4BConstructor=AR1, Refinement Model=DeepRefine-4B2026.0560.5
ToGConstructor=AR12026.0560.34
Subgraph + DeepRefine-4BConstructor=AR1, Refinement Model=DeepRefine-4B2026.0559.07
Subgraph + DeepRefine-8BConstructor=AR1, Refinement Model=DeepRefine-8B2026.0558.99
SubgraphConstructor=AR12026.0558.4
Subgraph + DeepRefine-8BConstructor=Naive, Refinement Model=DeepRefine-8B2026.0556.29
ToG + DeepRefine-4BConstructor=Naive, Refinement Model=DeepRefine-4B2026.0556.1
Subgraph + DeepRefine-4BConstructor=Naive, Refinement Model=DeepRefine-4B2026.0556
ToG + DeepRefine-8BConstructor=Naive, Refinement Model=DeepRefine-8B2026.0555.66
ToGConstructor=Naive2026.0554.92
SubgraphConstructor=Naive2026.0554.48
Subgraph + DeepRefine-4BConstructor=Graphify (LLM-Wiki), Refinement Model=DeepRefine-4B2026.0515.86
Subgraph + DeepRefine-8BConstructor=Graphify (LLM-Wiki), Refinement Model=DeepRefine-8B2026.0515.78
SubgraphConstructor=Graphify (LLM-Wiki)2026.0511.38
ToG + DeepRefine-4BConstructor=Graphify (LLM-Wiki), Refinement Model=DeepRefine-4B2026.0510.88
ToG + DeepRefine-8BConstructor=Graphify (LLM-Wiki), Refinement Model=DeepRefine-8B2026.0510.61
ToGConstructor=Graphify (LLM-Wiki)2026.058.97
HippoRAG2 + DeepRefine-8BConstructor=Graphify (LLM-Wiki), Refinement Model=DeepRefine-8B2026.056.69
HippoRAG2 + DeepRefine-4BConstructor=Graphify (LLM-Wiki), Refinement Model=DeepRefine-4B2026.056.6
HippoRAG + DeepRefine-8BConstructor=Graphify (LLM-Wiki), Refinement Model=DeepRefine-8B2026.056.42
HippoRAG2Constructor=Graphify (LLM-Wiki)2026.056.19
HippoRAG + DeepRefine-4BConstructor=Graphify (LLM-Wiki), Refinement Model=DeepRefine-4B2026.056.02
HippoRAGConstructor=Graphify (LLM-Wiki)2026.055.57