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Conversation Question Answering on LOCOMO (test)

36.75RAG F1HippoRAG2 + DeepRefine-8B
2.107611.101320.09529.0887May 11, 2026
Updated 5mo ago

Evaluation results

MethodLinks
HippoRAG2 + DeepRefine-8BConstructor=AR1, Refinement Model=DeepRefine-8B2026.0536.75
HippoRAG2 + DeepRefine-4BConstructor=AR1, Refinement Model=DeepRefine-4B2026.0536.52
HippoRAG + DeepRefine-4BConstructor=AR1, Refinement Model=DeepRefine-4B2026.0536.13
HippoRAG2Constructor=AR12026.0535.75
HippoRAG + DeepRefine-8BConstructor=AR1, Refinement Model=DeepRefine-8B2026.0535.64
HippoRAGConstructor=AR12026.0535.02
HippoRAG + DeepRefine-4BConstructor=Naive, Refinement Model=DeepRefine-4B2026.0533.73
HippoRAG + DeepRefine-8BConstructor=Naive, Refinement Model=DeepRefine-8B2026.0533.56
HippoRAG2Constructor=Naive2026.0533.33
HippoRAGConstructor=Naive2026.0533.25
HippoRAG2 + DeepRefine-4BConstructor=Naive, Refinement Model=DeepRefine-4B2026.0532.52
HippoRAG2 + DeepRefine-8BConstructor=Naive, Refinement Model=DeepRefine-8B2026.0532.42
ToG + DeepRefine-4BConstructor=AR1, Refinement Model=DeepRefine-4B2026.0527.84
Subgraph + DeepRefine-8BConstructor=AR1, Refinement Model=DeepRefine-8B2026.0527.79
Subgraph + DeepRefine-4BConstructor=AR1, Refinement Model=DeepRefine-4B2026.0527.71
Subgraph + DeepRefine-8BConstructor=Naive, Refinement Model=DeepRefine-8B2026.0527.49
SubgraphConstructor=AR12026.0526.65
Subgraph + DeepRefine-4BConstructor=Naive, Refinement Model=DeepRefine-4B2026.0526.53
ToG + DeepRefine-8BConstructor=AR1, Refinement Model=DeepRefine-8B2026.0526.16
SubgraphConstructor=Naive2026.0525.86
ToG + DeepRefine-8BConstructor=Naive, Refinement Model=DeepRefine-8B2026.0524.05
ToG + DeepRefine-4BConstructor=Naive, Refinement Model=DeepRefine-4B2026.0523.81
ToGConstructor=AR12026.0523.64
ToGConstructor=Naive2026.0522.64
ToG + DeepRefine-8BConstructor=Graphify (LLM-Wiki), Refinement Model=DeepRefine-8B2026.057.39
ToGConstructor=Graphify (LLM-Wiki)2026.057.3
ToG + DeepRefine-4BConstructor=Graphify (LLM-Wiki), Refinement Model=DeepRefine-4B2026.057.08
Subgraph + DeepRefine-8BConstructor=Graphify (LLM-Wiki), Refinement Model=DeepRefine-8B2026.055.95
Subgraph + DeepRefine-4BConstructor=Graphify (LLM-Wiki), Refinement Model=DeepRefine-4B2026.055.75
SubgraphConstructor=Graphify (LLM-Wiki)2026.055.24
HippoRAG + DeepRefine-4BConstructor=Graphify (LLM-Wiki), Refinement Model=DeepRefine-4B2026.054.5
HippoRAG + DeepRefine-8BConstructor=Graphify (LLM-Wiki), Refinement Model=DeepRefine-8B2026.054.33
HippoRAG2 + DeepRefine-8BConstructor=Graphify (LLM-Wiki), Refinement Model=DeepRefine-8B2026.054.09
HippoRAG2 + DeepRefine-4BConstructor=Graphify (LLM-Wiki), Refinement Model=DeepRefine-4B2026.053.69
HippoRAG2Constructor=Graphify (LLM-Wiki)2026.053.57
HippoRAGConstructor=Graphify (LLM-Wiki)2026.053.44