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Benchmarks
Simple QA on PopQA (test)
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50.2
EM
NodeRAG
19.52
27.485
35.45
43.415
Feb 7, 2026
EM
F1 Score
Updated 4d ago
Evaluation Results
Method
Method
Links
EM
F1 Score
NodeRAG
2026.02
50.2
62.7
IGMiRAG
2026.02
49.8
62.4
LightRAG
2026.02
49.1
60.3
Hyper-RAG
2026.02
49.1
59.9
Naive RAG
Top-k retrieved slices=5
2026.02
48.9
60.6
Naive RAG
Top-k retrieved slices=3
2026.02
46.6
58.6
Naive RAG
Top-k retrieved slices=1
2026.02
41.3
51.9
PathRAG
2026.02
33.1
44.3
Cog-RAG
2026.02
30.1
44.3
GPT-4o-mini
2026.02
20.7
24.5
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