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ResearchFormerly WizWand

Knowledge Graph Question Answering on GrailQA I.I.D.

92Hits@1KG-Agent
59.55267.97676.484.824Jan 16, 2026
Updated 8mo ago

Evaluation results

MethodLinks
KG-AgentMethod category=Fine-Tuned KG-Augmented LLM2026.0192
FC-KBQAMethod category=Fine-Tuned KG-Augmented LLM2026.0188.5
GAINMethod category=Fine-Tuned KG-Augmented LLM2026.0188.5
CoGMethod category=Prompting KG-Augmented LLM, Backbone LLM=GPT-42026.0188.3
PoGMethod category=Prompting KG-Augmented LLM, Backbone LLM=GPT-42026.0187.9
TIARAMethod category=Fine-Tuned KG-Augmented LLM2026.0187.8
RnG-KBQAMethod category=Fine-Tuned KG-Augmented LLM2026.0186.2
PanguMethod category=Fine-Tuned KG-Augmented LLM2026.0184.4
CoGMethod category=Prompting KG-Augmented LLM, Backbone LLM=GPT-3.5 or others2026.0180.4
ToGMethod category=Prompting KG-Augmented LLM, Backbone LLM=GPT-42026.0179.4
PoGMethod category=Prompting KG-Augmented LLM, Backbone LLM=GPT-3.5 or others2026.0176.3
CoGMethod category=Prompting KG-Augmented LLM, Backbone LLM=Qwen2.5-7B2026.0172.5
KB-BINDERMethod category=Prompting KG-Augmented LLM, Backbone LLM=GPT-3.5 or others2026.0172.5
FlexKBQAMethod category=Fine-Tuned KG-Augmented LLM2026.0171.3
ToGMethod category=Prompting KG-Augmented LLM, Backbone LLM=GPT-3.5 or others2026.0170.1
PoGMethod category=Prompting KG-Augmented LLM, Backbone LLM=Qwen2.5-7B2026.0167.9
ToGMethod category=Prompting KG-Augmented LLM, Backbone LLM=Qwen2.5-7B2026.0160.8