Multi-hop Reasoning on CWQ
82.2Hits@1LMP
Evaluation Results
| Method | Links | |
|---|---|---|
| LMPLLM=GPT-4, Size=-2026.04 | 82.2 | |
| KG-ReasonerLLM=Qwen3, Size=30B2026.04 | 78.14 | |
| PoGLLM=GPT-4, Size=-2026.04 | 75 | |
| iQUESTLLM=GPT-4o, Size=-2026.04 | 73.8 | |
| ORTLLM=DeepSeek-v3, Size=671B2026.04 | 72.9 | |
| KG-AgentLLM=LLaMA3, Size=7B2026.04 | 72.2 | |
| KBQA-o1LLM=LLaMA3, Size=70B2026.04 | 72 | |
| ToGLLM=GPT-4, Size=-2026.04 | 67.6 | |
| RoGLLM=LLaMA2, Size=7B2026.04 | 62.6 | |
| LightPROFLLM=LLaMA3, Size=8B2026.04 | 59.3 |