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Knowledge Base Question Answering on WebQuestion Freebase (test)

81.02Hits@1 AccuracyGPT-4o-mini + KG
42.758452.691762.62572.5583Mar 22, 2026
Updated 7mo ago

Evaluation results

MethodLinks
GPT-4o-mini + KGStrategy=KG-Augmented without Fine-Tuning2026.0381.02
DeepSeek-R1-Distill-Llama-70B + KGSize=70B, Strategy=KG-Augmented without Fine-Tuning2026.0375.8
LLaMA-3.3-70B + KGSize=70B, Strategy=KG-Augmented without Fine-Tuning2026.0372.6
DeepSeek-R1-Distill-Llama-70BSize=70B, Strategy=LLM Prompting Only2026.0368.84
KG-Hopper w/Qwen-2.5-7BSize=7B, Strategy=KG-Augmented with RL Fine-Tuning2026.0366.9
KG-CoT w/GPT 3.5-TurboStrategy=KG-Augmented without Fine-Tuning2026.0366.5
GPT-4oStrategy=LLM Prompting Only2026.0364.79
Qwen-2.5-7B (SFT) + KGSize=7B, Strategy=KG-Augmented with Supervised Fine-Tuning2026.0361.42
LLaMA-3.1-8B (SFT) + KGSize=8B, Strategy=KG-Augmented with Supervised Fine-Tuning2026.0360
LLaMA-3.3-70BSize=70B, Strategy=LLM Prompting Only2026.0359.73
GPT-4o-miniStrategy=LLM Prompting Only2026.0357.26
LLaMA-3.1-8B + KGSize=8B, Strategy=KG-Augmented without Fine-Tuning2026.0357.05
Qwen-2.5-7B + KGSize=7B, Strategy=KG-Augmented without Fine-Tuning2026.0356.33
LLaMA-3.1-8BSize=8B, Strategy=LLM Prompting Only2026.0345.88
Qwen-2.5-7BSize=7B, Strategy=LLM Prompting Only2026.0344.23