Recent advancements in leveraging reinforcement learning to enhance LLM reasoning capabilities have yielded remarkably promising results, exemplified by DeepSeek-R1, Kimi k1.5, OpenAI o3-mini, Grok 3.

KAG is a logical form-guided reasoning and retrieval framework based on OpenSPG engine and LLMs. It is used to build logical reasoning and factual Q&A solutions for professional domain knowledge bases ...