Knowledge Graph Question Answering on GrailQA Zero-shot
89.1Hits@1CoG
Evaluation Results
| Method | Links | |
|---|---|---|
| CoGMethod category=Prompting KG-Augmented LLM, Backbone LLM=GPT-42026.01 | 89.1 | |
| PoGMethod category=Prompting KG-Augmented LLM, Backbone LLM=GPT-42026.01 | 88.6 | |
| ToGMethod category=Prompting KG-Augmented LLM, Backbone LLM=GPT-42026.01 | 86.5 | |
| KG-AgentMethod category=Fine-Tuned KG-Augmented LLM2026.01 | 86.3 | |
| CoGMethod category=Prompting KG-Augmented LLM, Backbone LLM=GPT-3.5 or others2026.01 | 83.6 | |
| PoGMethod category=Prompting KG-Augmented LLM, Backbone LLM=GPT-3.5 or others2026.01 | 81.7 | |
| CoGMethod category=Prompting KG-Augmented LLM, Backbone LLM=Qwen2.5-7B2026.01 | 76.9 | |
| PoGMethod category=Prompting KG-Augmented LLM, Backbone LLM=Qwen2.5-7B2026.01 | 75.4 | |
| ToGMethod category=Prompting KG-Augmented LLM, Backbone LLM=GPT-3.5 or others2026.01 | 72.7 | |
| GAINMethod category=Fine-Tuned KG-Augmented LLM2026.01 | 71.8 | |
| PanguMethod category=Fine-Tuned KG-Augmented LLM2026.01 | 71.6 | |
| ToGMethod category=Prompting KG-Augmented LLM, Backbone LLM=Qwen2.5-7B2026.01 | 68.9 | |
| TIARAMethod category=Fine-Tuned KG-Augmented LLM2026.01 | 68 | |
| FC-KBQAMethod category=Fine-Tuned KG-Augmented LLM2026.01 | 67.6 | |
| RnG-KBQAMethod category=Fine-Tuned KG-Augmented LLM2026.01 | 63 | |
| FlexKBQAMethod category=Fine-Tuned KG-Augmented LLM2026.01 | 60.6 | |
| KB-BINDERMethod category=Prompting KG-Augmented LLM, Backbone LLM=GPT-3.5 or others2026.01 | 45 |