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Knowledge Graph Question Answering on KGQAGen Ground-truth seed nodes 10k (test)

90.62HitsULTRAG-OTS
80.06482.804585.54588.2855Jan 28, 2026

Evaluation results

MethodLinks
ULTRAG-OTSReasoning LLM=GPT-5, PPR subgraph node limit=30,0002026.0190.6289.4187.63
RoGReasoning LLM=GPT-5, PPR subgraph node limit=30,0002026.0186.2582.682.68
GNN-RAGReasoning LLM=GPT-5, PPR subgraph node limit=30,0002026.0181.0476.6677.56
SubgraphRAG (200)Reasoning LLM=GPT-5, PPR subgraph node limit=30,0002026.0180.4775.8876.54