Total Resource Consumption on WebQSP (Knowledge Graph Reasoning)
9Number of LLM CallsPoG
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| PoGReasoning Category=Agentic Reasoning2025.11 | 9 | 5,517.7 | 0.0011 | |
| ToGReasoning Category=Agentic Reasoning2025.11 | 8.8 | 10,189.4 | 0.0021 | |
| DoGReasoning Category=Agentic Reasoning2025.11 | 2.7 | 6,114.5 | 0.001 | |
| GCRReasoning Category=Agentic Reasoning2025.11 | 2 | 231 | — | |
| CoTReasoning Category=LLMs Reasoning2025.11 | 1 | 397.6 | 0.0001 | |
| KG-CoTReasoning Category=Agentic Reasoning2025.11 | 1 | — | 0.02 | |
| Logits-to-LogicReasoning Category=Agentic Reasoning2025.11 | 1 | 716.9 | — |