Knowledge Graph Question Answering on GrailQA Compositional
80Hits@1KG-Agent
Evaluation Results
| Method | Links | |
|---|---|---|
| KG-AgentMethod category=Fine-Tuned KG-Augmented LLM2026.01 | 80 | |
| CoGMethod category=Prompting KG-Augmented LLM, Backbone LLM=GPT-42026.01 | 76.3 | |
| PanguMethod category=Fine-Tuned KG-Augmented LLM2026.01 | 74.6 | |
| GAINMethod category=Fine-Tuned KG-Augmented LLM2026.01 | 73.7 | |
| FC-KBQAMethod category=Fine-Tuned KG-Augmented LLM2026.01 | 70 | |
| PoGMethod category=Prompting KG-Augmented LLM, Backbone LLM=GPT-42026.01 | 69.7 | |
| TIARAMethod category=Fine-Tuned KG-Augmented LLM2026.01 | 69.2 | |
| ToGMethod category=Prompting KG-Augmented LLM, Backbone LLM=GPT-42026.01 | 67.3 | |
| CoGMethod category=Prompting KG-Augmented LLM, Backbone LLM=GPT-3.5 or others2026.01 | 65.2 | |
| RnG-KBQAMethod category=Fine-Tuned KG-Augmented LLM2026.01 | 63.8 | |
| PoGMethod category=Prompting KG-Augmented LLM, Backbone LLM=GPT-3.5 or others2026.01 | 62.1 | |
| FlexKBQAMethod category=Fine-Tuned KG-Augmented LLM2026.01 | 59.1 | |
| CoGMethod category=Prompting KG-Augmented LLM, Backbone LLM=Qwen2.5-7B2026.01 | 57.6 | |
| ToGMethod category=Prompting KG-Augmented LLM, Backbone LLM=GPT-3.5 or others2026.01 | 56.1 | |
| KB-BINDERMethod category=Prompting KG-Augmented LLM, Backbone LLM=GPT-3.5 or others2026.01 | 51.8 | |
| PoGMethod category=Prompting KG-Augmented LLM, Backbone LLM=Qwen2.5-7B2026.01 | 51.5 | |
| ToGMethod category=Prompting KG-Augmented LLM, Backbone LLM=Qwen2.5-7B2026.01 | 47 |