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Question Answering on PopQA 1,000 queries (test)

50.94EMCogitoRAG
-0.061613.179226.4239.6608Feb 11, 2026

Evaluation results

MethodLinks
CogitoRAG2026.0250.9459.94
ComoRAGreproduced=true2026.0245.861
HippoRAG2026.0242.556.2
RAPTOR2026.0241.955.1
NV-Embed-v22026.0241.755.8
HippoRAG22026.0241.755.7
GraphRAG2026.0230.751.3
ToG2reproduced=true2026.0220.322.6
None2026.0216.122.7
LightRAG2026.021.914.8