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Knowledge Base Question Answering on WebQuestion

86.02Hits@1KG-Reasoner
42.558453.841765.12576.4083Apr 14, 2026
Updated 6mo ago

Evaluation results

MethodLinks
KG-ReasonerSize=30B, Methodology=KG + LLM with Fine-Tuning (LLM Backbone Fine-Tuning)2026.0486.02
PoG with GPT-4Methodology=KG + LLMs w/o Fine-Tuning2026.0484.7
GraSP2026.0484.3
KBQA-o12026.0482.5
KBQA-o1Methodology=KG + LLM with Fine-Tuning (LLM Backbone Fine-Tuning)2026.0481.6
iQUEST2026.0481.2
GPT-4o-mini + KGMethodology=KG + LLMs w/o Fine-Tuning2026.0481.02
LMP2026.0480.4
DeepSeek-R1-Distill-Llama-70B + KGSize=70B, Methodology=KG + LLMs w/o Fine-Tuning2026.0475.8
ToG2026.0472.8
LLaMA-3.3-70B + KGSize=70B, Methodology=KG + LLMs w/o Fine-Tuning2026.0472.6
FlexKBQAMethodology=KG + LLM with Fine-Tuning (Small Models Fine-Tuning)2026.0468.9
DeepSeek-R1-Distill-Llama-70BSize=70B, Methodology=LLM w/o KG2026.0468.84
KG-CoT with GPT 4Methodology=KG + LLM with Fine-Tuning (Small Models Fine-Tuning)2026.0468
GPT-4oMethodology=LLM w/o KG2026.0464.79
Qwen-2.5-7B (SFT) + KGSize=7B, Methodology=KG + LLM with Fine-Tuning (LLM Backbone Fine-Tuning)2026.0461.42
LLaMA-3.1-8B (SFT) + KGSize=8B, Methodology=KG + LLM with Fine-Tuning (LLM Backbone Fine-Tuning)2026.0460
LLaMA-3.3-70BSize=70B, Methodology=LLM w/o KG2026.0459.73
ToG with GPT 4Methodology=KG + LLMs w/o Fine-Tuning2026.0457.9
GPT-4o-miniMethodology=LLM w/o KG2026.0457.26
LLaMA-3.1-8B + KGSize=8B, Methodology=KG + LLMs w/o Fine-Tuning2026.0457.05
Qwen-2.5-7B + KGSize=7B, Methodology=KG + LLMs w/o Fine-Tuning2026.0456.33
LLaMA-3.1-8BSize=8B, Methodology=LLM w/o KG2026.0445.88
Qwen-2.5-7BSize=7B, Methodology=LLM w/o KG2026.0444.23