Knowledge Graph Question Answering on KGQAGen Ground-truth seed nodes 10k (test)
90.62HitsULTRAG-OTS
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| ULTRAG-OTSReasoning LLM=GPT-5, PPR subgraph node limit=30,0002026.01 | 90.62 | 89.41 | 87.63 | |
| RoGReasoning LLM=GPT-5, PPR subgraph node limit=30,0002026.01 | 86.25 | 82.6 | 82.68 | |
| GNN-RAGReasoning LLM=GPT-5, PPR subgraph node limit=30,0002026.01 | 81.04 | 76.66 | 77.56 | |
| SubgraphRAG (200)Reasoning LLM=GPT-5, PPR subgraph node limit=30,0002026.01 | 80.47 | 75.88 | 76.54 |