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ResearchFormerly WizWand

Knowledge Graph Question Answering on GrailQA Zero-shot

89.1Hits@1CoG
43.23655.14367.0578.957Jan 16, 2026
Updated 8mo ago

Evaluation results

MethodLinks
CoGMethod category=Prompting KG-Augmented LLM, Backbone LLM=GPT-42026.0189.1
PoGMethod category=Prompting KG-Augmented LLM, Backbone LLM=GPT-42026.0188.6
ToGMethod category=Prompting KG-Augmented LLM, Backbone LLM=GPT-42026.0186.5
KG-AgentMethod category=Fine-Tuned KG-Augmented LLM2026.0186.3
CoGMethod category=Prompting KG-Augmented LLM, Backbone LLM=GPT-3.5 or others2026.0183.6
PoGMethod category=Prompting KG-Augmented LLM, Backbone LLM=GPT-3.5 or others2026.0181.7
CoGMethod category=Prompting KG-Augmented LLM, Backbone LLM=Qwen2.5-7B2026.0176.9
PoGMethod category=Prompting KG-Augmented LLM, Backbone LLM=Qwen2.5-7B2026.0175.4
ToGMethod category=Prompting KG-Augmented LLM, Backbone LLM=GPT-3.5 or others2026.0172.7
GAINMethod category=Fine-Tuned KG-Augmented LLM2026.0171.8
PanguMethod category=Fine-Tuned KG-Augmented LLM2026.0171.6
ToGMethod category=Prompting KG-Augmented LLM, Backbone LLM=Qwen2.5-7B2026.0168.9
TIARAMethod category=Fine-Tuned KG-Augmented LLM2026.0168
FC-KBQAMethod category=Fine-Tuned KG-Augmented LLM2026.0167.6
RnG-KBQAMethod category=Fine-Tuned KG-Augmented LLM2026.0163
FlexKBQAMethod category=Fine-Tuned KG-Augmented LLM2026.0160.6
KB-BINDERMethod category=Prompting KG-Augmented LLM, Backbone LLM=GPT-3.5 or others2026.0145