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Knowledge Graph Question Answering on CWQ multi-entity (F1)

64.9F1 ScoreReasoning S3GNN-RAG
30.99639.79848.657.402May 22, 2026

Evaluation results

MethodLinks
Reasoning S3GNN-RAGRAG setting=true2026.0564.9
Reasoning GNN-RAGRAG setting=true2026.0564.8
Reasoning S3GNNRAG setting=false2026.0561.1
RoGRAG setting=false2026.0558.3
Reasoning GNNRAG setting=false2026.0554.2
SubgraphRAGRAG setting=true2026.0552.3
LLM (No RAG)RAG setting=false2026.0532.3