Knowledge Graph Question Answering on MetaQA
99.9Hits@1PATHISE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PATHISELLM=GPT-4.1, Training Strategy=Ours2026.05 | 99.9 | 95.9 | 99.7 | |
| PATHISELLM=GPT-4o, Training Strategy=Ours2026.05 | 99.8 | 96.2 | 99.8 | |
| UniKGQATraining Strategy=Training with weakly supervised paths2026.05 | 99.4 | — | — | |
| NuTreaTraining Strategy=Training without intermediate supervision2026.05 | 98.8 | — | — | |
| DPLLM=GPT-4o, Training Strategy=Training with weakly supervised paths2026.05 | 95.5 | 94.9 | 96.8 | |
| DoGLLM=GPT-4o, Training Strategy=Prompting with in-context learning2026.05 | 90.4 | 93.3 | 98.3 | |
| RoGLLM=LLaMA2-Chat-7B, Fine-tuned=true, Training Strategy=Training with weakly supervised paths2026.05 | 90.3 | 88.1 | 92.7 | |
| ToGLLM=GPT-4o, Training Strategy=Prompting with in-context learning2026.05 | 87.7 | 86.3 | 80.1 |