Knowledge Graph Question Answering on GrailQA I.I.D.
92Hits@1KG-Agent
Evaluation Results
| Method | Links | |
|---|---|---|
| KG-AgentMethod category=Fine-Tuned KG-Augmented LLM2026.01 | 92 | |
| FC-KBQAMethod category=Fine-Tuned KG-Augmented LLM2026.01 | 88.5 | |
| GAINMethod category=Fine-Tuned KG-Augmented LLM2026.01 | 88.5 | |
| CoGMethod category=Prompting KG-Augmented LLM, Backbone LLM=GPT-42026.01 | 88.3 | |
| PoGMethod category=Prompting KG-Augmented LLM, Backbone LLM=GPT-42026.01 | 87.9 | |
| TIARAMethod category=Fine-Tuned KG-Augmented LLM2026.01 | 87.8 | |
| RnG-KBQAMethod category=Fine-Tuned KG-Augmented LLM2026.01 | 86.2 | |
| PanguMethod category=Fine-Tuned KG-Augmented LLM2026.01 | 84.4 | |
| CoGMethod category=Prompting KG-Augmented LLM, Backbone LLM=GPT-3.5 or others2026.01 | 80.4 | |
| ToGMethod category=Prompting KG-Augmented LLM, Backbone LLM=GPT-42026.01 | 79.4 | |
| PoGMethod category=Prompting KG-Augmented LLM, Backbone LLM=GPT-3.5 or others2026.01 | 76.3 | |
| CoGMethod category=Prompting KG-Augmented LLM, Backbone LLM=Qwen2.5-7B2026.01 | 72.5 | |
| KB-BINDERMethod category=Prompting KG-Augmented LLM, Backbone LLM=GPT-3.5 or others2026.01 | 72.5 | |
| FlexKBQAMethod category=Fine-Tuned KG-Augmented LLM2026.01 | 71.3 | |
| ToGMethod category=Prompting KG-Augmented LLM, Backbone LLM=GPT-3.5 or others2026.01 | 70.1 | |
| PoGMethod category=Prompting KG-Augmented LLM, Backbone LLM=Qwen2.5-7B2026.01 | 67.9 | |
| ToGMethod category=Prompting KG-Augmented LLM, Backbone LLM=Qwen2.5-7B2026.01 | 60.8 |