Multi-hop Reasoning on WebQSP
93.15Hits@1KG-Reasoner
Evaluation Results
| Method | Links | |
|---|---|---|
| KG-ReasonerLLM=Qwen3, Size=30B2026.04 | 93.15 | |
| LMPLLM=GPT-4, Size=-2026.04 | 90 | |
| ORTLLM=DeepSeek-v3, Size=671B2026.04 | 89.4 | |
| iQUESTLLM=GPT-4o, Size=-2026.04 | 88.9 | |
| KBQA-o1LLM=LLaMA3, Size=70B2026.04 | 88.3 | |
| PoGLLM=GPT-4, Size=-2026.04 | 87.3 | |
| RoGLLM=LLaMA2, Size=7B2026.04 | 85.7 | |
| LightPROFLLM=LLaMA3, Size=8B2026.04 | 83.8 | |
| KG-AgentLLM=LLaMA3, Size=7B2026.04 | 83.3 | |
| ToGLLM=GPT-4, Size=-2026.04 | 82.6 |