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Knowledge Graph Question Answering on GrailQA Compositional

80Hits@1KG-Agent
45.6854.5963.572.41Jan 16, 2026

Evaluation results

MethodLinks
KG-AgentMethod category=Fine-Tuned KG-Augmented LLM2026.0180
CoGMethod category=Prompting KG-Augmented LLM, Backbone LLM=GPT-42026.0176.3
PanguMethod category=Fine-Tuned KG-Augmented LLM2026.0174.6
GAINMethod category=Fine-Tuned KG-Augmented LLM2026.0173.7
FC-KBQAMethod category=Fine-Tuned KG-Augmented LLM2026.0170
PoGMethod category=Prompting KG-Augmented LLM, Backbone LLM=GPT-42026.0169.7
TIARAMethod category=Fine-Tuned KG-Augmented LLM2026.0169.2
ToGMethod category=Prompting KG-Augmented LLM, Backbone LLM=GPT-42026.0167.3
CoGMethod category=Prompting KG-Augmented LLM, Backbone LLM=GPT-3.5 or others2026.0165.2
RnG-KBQAMethod category=Fine-Tuned KG-Augmented LLM2026.0163.8
PoGMethod category=Prompting KG-Augmented LLM, Backbone LLM=GPT-3.5 or others2026.0162.1
FlexKBQAMethod category=Fine-Tuned KG-Augmented LLM2026.0159.1
CoGMethod category=Prompting KG-Augmented LLM, Backbone LLM=Qwen2.5-7B2026.0157.6
ToGMethod category=Prompting KG-Augmented LLM, Backbone LLM=GPT-3.5 or others2026.0156.1
KB-BINDERMethod category=Prompting KG-Augmented LLM, Backbone LLM=GPT-3.5 or others2026.0151.8
PoGMethod category=Prompting KG-Augmented LLM, Backbone LLM=Qwen2.5-7B2026.0151.5
ToGMethod category=Prompting KG-Augmented LLM, Backbone LLM=Qwen2.5-7B2026.0147