ResearchBenchmarksMulti-hop reasoning Knowledge Base Question Answering on WebQuestionFor AI assistantsMarkdownContent indexMulti-hop reasoning Knowledge Base Question Answering on WebQuestionFollow86.02Hit@1KG-Reasoner56.775264.367671.9679.5524Jun 2, 2025Jul 24, 2025Sep 15, 2025Nov 7, 2025Dec 29, 2025Feb 20, 2026Apr 14, 2026Evaluation resultsMethodMethodLinksHit@1KG-ReasonerLLM=Qwen3, Size=30BLLM=Qwen3, Size=30B2026.0486.02PoGLLM=GPT-4, Size=-LLM=GPT-4, Size=-2026.0484.7KBQA-o1LLM=LLaMA3, Size=70BLLM=LLaMA3, Size=70B2026.0482.5iQUESTBackbone=GPT-4oBackbone=GPT-4o2025.0681.23iQUESTLLM=GPT-4o, Size=-LLM=GPT-4o, Size=-2026.0481.2LMPLLM=GPT-4, Size=-LLM=GPT-4, Size=-2026.0480.4KG-CoT2025.0668ToG2025.0657.9ToGLLM=GPT-4, Size=-LLM=GPT-4, Size=-2026.0457.9