ResearchBenchmarksGeneralization Knowledge Base Question Answering on GrailQAFor AI assistantsMarkdownContent indexGeneralization Knowledge Base Question Answering on GrailQAFollow89.3Hit@1LMP68.08473.59279.184.608Jun 2, 2025Jul 24, 2025Sep 15, 2025Nov 7, 2025Dec 29, 2025Feb 20, 2026Apr 14, 2026Evaluation resultsMethodMethodLinksHit@1LMPLLM=GPT-4, Size=-LLM=GPT-4, Size=-2026.0489.3KG-AgentLLM=LLaMA3, Size=7BLLM=LLaMA3, Size=7B2026.0486.1ToG2025.0681.4ToGLLM=GPT-4, Size=-LLM=GPT-4, Size=-2026.0481.4KG-ReasonerLLM=Qwen3, Size=30BLLM=Qwen3, Size=30B2026.0476.86iQUESTBackbone=GPT-4oBackbone=GPT-4o2025.0673.52iQUESTLLM=GPT-4o, Size=-LLM=GPT-4o, Size=-2026.0473.5KBQA-o1LLM=LLaMA3, Size=70BLLM=LLaMA3, Size=70B2026.0472.9FlexKBQA2025.0668.9