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ResearchFormerly WizWand

Knowledge Graph Question Answering on QALD-10en Wikidata-based (test)

74.4Hits@1SoG
15.151230.533145.91561.2969Sep 30, 2025Oct 1, 2025Oct 3, 2025Oct 4, 2025Oct 6, 2025Oct 7, 2025Oct 9, 2025
Updated 5mo ago

Evaluation results

MethodLinks
SoGBackbone=GPT-4o2025.1074.4
SpinachBackbone=GPT-4o2025.1063.1
ToGBackbone Model=Qwen 2.5-72B2025.0959.66
ToGBackbone Model=Qwen 3-235B2025.0957.76
Think-on-GraphBackbone=GPT-42025.1054.7
PoGBackbone Model=Qwen 3-235B2025.0952.55
EffiQABackbone=GPT-42025.1051.4
ToGBackbone Model=Qwen 2.5-7B2025.0950.95
PoGBackbone Model=Qwen 2.5-72B2025.0948.18
Self-ConsistencyBackbone=GPT-4o2025.1047.2
PoGBackbone Model=Qwen 2.5-7B2025.0946.07
IO PromptBackbone=GPT-4o2025.1045.3
Think-on-GraphBackbone=GPT-4o, Reproduced status=reproduced2025.1045.2
RoGBackbone Model=Qwen 2.5-72B2025.0944.94
Chain-of-ThoughtBackbone=GPT-4o2025.1044.8
KG-R1Backbone Model=Qwen2.5 3B, Training Dataset=WebQSP2025.0941.96
ReknoSBackbone Model=Qwen 2.5-72B2025.0939.94
ReknoSBackbone Model=Qwen 3-235B2025.0939.44
ReknoSBackbone Model=Qwen 2.5-7B2025.0937.94
RoGBackbone Model=Qwen 3-235B2025.0937.54
KG-R1Backbone Model=Qwen2.5 3B, Training Dataset=CWQ2025.0934.74
SCBackbone Model=Qwen 3-235B2025.0929.53
RoGBackbone Model=Qwen 2.5-7B2025.0929.33
CoTBackbone Model=Qwen 3-235B2025.0928.43
IOBackbone Model=Qwen 3-235B2025.0924.12
SCBackbone Model=Qwen 2.5-72B2025.0921.62
CoTBackbone Model=Qwen 2.5-7B2025.0921.05
CoTBackbone Model=Qwen 2.5-72B2025.0920.52
SCBackbone Model=Qwen 2.5-7B2025.0920.32
IOBackbone Model=Qwen 2.5-72B2025.0917.45
IOBackbone Model=Qwen 2.5-7B2025.0917.43