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Benchmarks
Question Answering on Overall Average (test)
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58.3
EM
IGMiRAG
36.772
42.361
47.95
53.539
Feb 7, 2026
EM
F1
Updated 4d ago
Evaluation Results
Method
Method
Links
EM
F1
IGMiRAG
2026.02
58.3
65.9
NodeRAG
2026.02
53.5
60.9
Naive RAG
Top-k retrieved slices=5
2026.02
53.4
60.6
Naive RAG
Top-k retrieved slices=3
2026.02
51.8
58.8
Hyper-RAG
2026.02
50.9
57.7
LightRAG
2026.02
49.5
55.8
Naive RAG
Top-k retrieved slices=1
2026.02
46.5
52.9
Cog-RAG
2026.02
42.3
51
PathRAG
2026.02
42.1
49.5
GPT-4o-mini
2026.02
37.6
42
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