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Knowledge Base Question Answering on CWQ (ComplexWebQuestions)

82.6Hits@1 AccuracyGraSP
29.19643.060556.92570.7895Apr 14, 2026
Updated 6mo ago

Evaluation results

MethodLinks
GraSP2026.0482.6
LMP2026.0482.2
Chain-of-QuestionMethodology=KG + LLM with Fine-Tuning (Small Models Fine-Tuning)2026.0478.8
KG-ReasonerSize=30B, Methodology=KG + LLM with Fine-Tuning (LLM Backbone Fine-Tuning)2026.0478.14
PoG with GPT-4Methodology=KG + LLMs w/o Fine-Tuning2026.0475
iQUEST2026.0473.8
KG-AgentMethodology=KG + LLM with Fine-Tuning (LLM Backbone Fine-Tuning)2026.0472.2
KG-Agent2026.0472.2
KBQA-o12026.0472
ToG2026.0469.5
ToG with GPT 4Methodology=KG + LLMs w/o Fine-Tuning2026.0467.6
Readi with GPT-4Methodology=KG + LLMs w/o Fine-Tuning2026.0467
KBQA-o1Methodology=KG + LLM with Fine-Tuning (LLM Backbone Fine-Tuning)2026.0467
RoGSize=7B, Methodology=KG + LLM with Fine-Tuning (LLM Backbone Fine-Tuning)2026.0462.6
KG-CoT with GPT 4Methodology=KG + LLM with Fine-Tuning (Small Models Fine-Tuning)2026.0462.3
LightPROF (LLaMA3-8B)Size=8B, Methodology=KG + LLM with Fine-Tuning (Small Models Fine-Tuning)2026.0459.3
GPT-4o-mini + KGMethodology=KG + LLMs w/o Fine-Tuning2026.0454.35
DeepSeek-R1-Distill-Llama-70B + KGSize=70B, Methodology=KG + LLMs w/o Fine-Tuning2026.0452.38
Qwen-2.5-7B (SFT) + KGSize=7B, Methodology=KG + LLM with Fine-Tuning (LLM Backbone Fine-Tuning)2026.0451.84
LLaMA-3.1-8B (SFT) + KGSize=8B, Methodology=KG + LLM with Fine-Tuning (LLM Backbone Fine-Tuning)2026.0447.4
FlexKBQAMethodology=KG + LLM with Fine-Tuning (Small Models Fine-Tuning)2026.0446.2
LLaMA-3.1-8B + KGSize=8B, Methodology=KG + LLMs w/o Fine-Tuning2026.0445.64
Qwen-2.5-7B + KGSize=7B, Methodology=KG + LLMs w/o Fine-Tuning2026.0444.82
LLaMA-3.3-70B + KGSize=70B, Methodology=KG + LLMs w/o Fine-Tuning2026.0444
Interactive-KBQA (13B)Size=13B, Methodology=KG + LLM with Fine-Tuning (LLM Backbone Fine-Tuning)2026.0442.5
GPT-4o-miniMethodology=LLM w/o KG2026.0442.32
GPT-4oMethodology=LLM w/o KG2026.0441.77
Interactive-KBQA (7B)Size=7B, Methodology=KG + LLM with Fine-Tuning (LLM Backbone Fine-Tuning)2026.0439.9
LLaMA-3.3-70BSize=70B, Methodology=LLM w/o KG2026.0437.2
LLaMA-3.1-8BSize=8B, Methodology=LLM w/o KG2026.0432.33
DeepSeek-R1-Distill-Llama-70BSize=70B, Methodology=LLM w/o KG2026.0431.92
Qwen-2.5-7BSize=7B, Methodology=LLM w/o KG2026.0431.25