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Benchmarks
Multi-hop Reasoning on WebQSP
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93.15
Hits@1
KG-Reasoner
82.178
85.0265
87.875
90.7235
Apr 14, 2026
Hits@1
Updated 3d ago
Evaluation Results
Method
Method
Links
Hits@1
KG-Reasoner
LLM=Qwen3, Size=30B
2026.04
93.15
LMP
LLM=GPT-4, Size=-
2026.04
90
ORT
LLM=DeepSeek-v3, Size=...
2026.04
89.4
iQUEST
LLM=GPT-4o, Size=-
2026.04
88.9
KBQA-o1
LLM=LLaMA3, Size=70B
2026.04
88.3
PoG
LLM=GPT-4, Size=-
2026.04
87.3
RoG
LLM=LLaMA2, Size=7B
2026.04
85.7
LightPROF
LLM=LLaMA3, Size=8B
2026.04
83.8
KG-Agent
LLM=LLaMA3, Size=7B
2026.04
83.3
ToG
LLM=GPT-4, Size=-
2026.04
82.6
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