Runtime and Resource Usage for Knowledge Graph Question Answering on CWQ
1# CallsSubgraphRAG
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| SubgraphRAGStage=Inference2026.05 | 1 | 2.8 | 2,514.1 | 93.6 | — | — | |
| RAPLStage=Train Sup.2026.05 | 1 | 5.2 | 2,943.8 | 415.9 | — | — | |
| CoTReasoning Category=LLMs Reasoning2025.11 | 1 | — | — | — | 409.7 | 0.0001 | |
| Logits-to-LogicReasoning Category=Agentic Reasoning2025.11 | 1 | — | — | — | 1,270.8 | — | |
| GCRStage=Inference2026.05 | 2 | 3.6 | 361.3 | 380 | — | — | |
| PATHISEStage=Inference2026.05 | 2 | 2.9 | 472.9 | 97.4 | — | — | |
| GCRReasoning Category=Agentic Reasoning2025.11 | 2 | — | — | — | 125.3 | — | |
| DPStage=Inference2026.05 | 3.1 | 6.6 | 3,710.2 | 275.5 | — | — | |
| DoGReasoning Category=Agentic Reasoning2025.11 | 5.7 | — | — | — | 37,919.7 | 0.006 | |
| ToGReasoning Category=Agentic Reasoning2025.11 | 9.2 | — | — | — | 11,468.5 | 0.0023 | |
| PoGReasoning Category=Agentic Reasoning2025.11 | 13.3 | — | — | — | 8,156.2 | 0.0016 | |
| PoGStage=Inference2026.05 | 13.9 | 15.6 | 7,856.9 | 379 | — | — | |
| PATHISEStage=Train Sup.2026.05 | — | 7.5 | — | — | — | — |