Knowledge Graph Question Answering on GTSQA Ground-truth seed nodes Wikidata (test)
86.74HitsULTRAG-OTS
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ULTRAG-OTSReasoning LLM=GPT-5, PPR subgraph node limit=30,0002026.01 | 86.74 | 84.47 | 82.08 | |
| ULTRAG-OTSReasoning LLM=GPT-5, PPR subgraph node limit=30,0002026.01 | 72.93 | 70.48 | 66.6 | |
| SubgraphRAG (200)Reasoning LLM=GPT-5, PPR subgraph node limit=30,000, Note=baseline model trained on GTSQA (WikiKG2)2026.01 | 63.29 | 59.6 | 59.56 | |
| RoGReasoning LLM=GPT-5, PPR subgraph node limit=30,000, Note=baseline model trained on GTSQA (WikiKG2)2026.01 | 62.55 | 59.81 | 58.93 | |
| RoGReasoning LLM=GPT-5, PPR subgraph node limit=30,000, Note=baseline model trained on GTSQA (WikiKG2)2026.01 | 60.64 | 57.66 | 56.85 | |
| SubgraphRAG (200)Reasoning LLM=GPT-5, PPR subgraph node limit=30,000, Note=baseline model trained on GTSQA (WikiKG2)2026.01 | 58.61 | 55.43 | 55.04 |