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ResearchFormerly WizWand

Question Answering on NQ, PopQA, 2WikiQA, Musique, LOCOMO (test)

45.27Overall Average RAG F1HippoRAG2 + DeepRefine-8B
10.554819.567428.5837.5926May 11, 2026
Updated 5mo ago

Evaluation results

MethodLinks
HippoRAG2 + DeepRefine-8BConstructor=AR1, Refinement Model=DeepRefine-8B2026.0545.27
HippoRAG2 + DeepRefine-4BConstructor=AR1, Refinement Model=DeepRefine-4B2026.0544.17
HippoRAG + DeepRefine-8BConstructor=AR1, Refinement Model=DeepRefine-8B2026.0544.11
HippoRAG2Constructor=AR12026.0543.65
HippoRAG + DeepRefine-4BConstructor=AR1, Refinement Model=DeepRefine-4B2026.0543.62
HippoRAGConstructor=AR12026.0543.17
HippoRAG2 + DeepRefine-8BConstructor=Naive, Refinement Model=DeepRefine-8B2026.0542.24
HippoRAG + DeepRefine-8BConstructor=Naive, Refinement Model=DeepRefine-8B2026.0542.06
HippoRAG + DeepRefine-4BConstructor=Naive, Refinement Model=DeepRefine-4B2026.0541.96
HippoRAG2Constructor=Naive2026.0541.82
HippoRAGConstructor=Naive2026.0541.73
HippoRAG2 + DeepRefine-4BConstructor=Naive, Refinement Model=DeepRefine-4B2026.0541.57
ToG + DeepRefine-8BConstructor=AR1, Refinement Model=DeepRefine-8B2026.0537.51
ToG + DeepRefine-4BConstructor=AR1, Refinement Model=DeepRefine-4B2026.0537.21
ToGConstructor=AR12026.0536.3
Subgraph + DeepRefine-8BConstructor=AR1, Refinement Model=DeepRefine-8B2026.0533.96
ToG + DeepRefine-8BConstructor=Naive, Refinement Model=DeepRefine-8B2026.0533.75
Subgraph + DeepRefine-4BConstructor=AR1, Refinement Model=DeepRefine-4B2026.0533.53
ToG + DeepRefine-4BConstructor=Naive, Refinement Model=DeepRefine-4B2026.0533.06
ToGConstructor=Naive2026.0533.01
SubgraphConstructor=AR12026.0532.87
Subgraph + DeepRefine-8BConstructor=Naive, Refinement Model=DeepRefine-8B2026.0531.72
Subgraph + DeepRefine-4BConstructor=Naive, Refinement Model=DeepRefine-4B2026.0531.48
SubgraphConstructor=Naive2026.0530.82
Subgraph + DeepRefine-8BConstructor=Graphify (LLM-Wiki), Refinement Model=DeepRefine-8B2026.0516.35
Subgraph + DeepRefine-4BConstructor=Graphify (LLM-Wiki), Refinement Model=DeepRefine-4B2026.0515.96
SubgraphConstructor=Graphify (LLM-Wiki)2026.0514.82
ToG + DeepRefine-8BConstructor=Graphify (LLM-Wiki), Refinement Model=DeepRefine-8B2026.0514.02
ToG + DeepRefine-4BConstructor=Graphify (LLM-Wiki), Refinement Model=DeepRefine-4B2026.0513.82
ToGConstructor=Graphify (LLM-Wiki)2026.0513.23
HippoRAG2 + DeepRefine-8BConstructor=Graphify (LLM-Wiki), Refinement Model=DeepRefine-8B2026.0513.18
HippoRAG + DeepRefine-8BConstructor=Graphify (LLM-Wiki), Refinement Model=DeepRefine-8B2026.0512.92
HippoRAG + DeepRefine-4BConstructor=Graphify (LLM-Wiki), Refinement Model=DeepRefine-4B2026.0512.41
HippoRAG2 + DeepRefine-4BConstructor=Graphify (LLM-Wiki), Refinement Model=DeepRefine-4B2026.0512.12
HippoRAGConstructor=Graphify (LLM-Wiki)2026.0511.99
HippoRAG2Constructor=Graphify (LLM-Wiki)2026.0511.89