Knowledge Graph Question Answering on WebQSP (Performance and Cost Analysis)
91.68Hits@1GCR
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| GCRCategory=Retrieval-based2026.03 | 91.68 | 75.27 | 2 | 725.57 | 0.89 | |
| RouterKGQA (Full)Category=Ours2026.03 | 91.15 | 86.38 | 1.15 | 612.68 | 0.57 | |
| GNN-RAGCategory=Retrieval-based2026.03 | 90.73 | 73.49 | 2 | 778.17 | 0.56 | |
| MemQCategory=Retrieval-based2026.03 | 88.74 | 77.9 | 1 | 175.62 | 0.21 | |
| ChatKBQACategory=Retrieval-based2026.03 | 86.33 | 82.13 | 1 | 208.08 | 0.46 | |
| RoGCategory=Retrieval-based2026.03 | 86.18 | 70.24 | 2 | 592.55 | 0.45 | |
| RouterKGQA (Stage 2+3)Category=Ours2026.03 | 86.07 | 70.68 | 3.31 | 1,353.78 | 2.57 | |
| PoGCategory=Agent-based2026.03 | 83.13 | 61.15 | 7.64 | 4,704.47 | 8.07 | |
| ToGCategory=Agent-based2026.03 | 77.2 | 50.04 | 10.91 | 8,426.59 | 19.35 |