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Question Answering on GraphRAG-Benchmark NOVEL
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67.6
Fact Retrieval
ToPG-Local
48.568
53.509
58.45
63.391
Jan 8, 2026
Fact Retrieval
Complex Reasoning
Contextual Summarization
Updated 4d ago
Evaluation Results
Method
Method
Links
Fact Retrieval
Complex Reasoning
Contextual Summarization
ToPG-Local
max-iter=3
2026.01
67.6
53.9
61
ToPG-Naive
2026.01
67.3
55.6
63.7
ToPG-Local
max-iter=1
2026.01
67
55
61.2
HippoRAG 2
2026.01
60.1
53.4
64.1
Vanilla-RAG
2026.01
58.8
41.4
50.1
LightRAG
mode=local
2026.01
58.6
49.1
48.9
GraphRAG
mode=local
2026.01
49.3
50.9
64.4
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