AI RESEARCH

Last Layer Logits to Logic: Empowering LLMs with Logic-Consistent Structured Knowledge Reasoning

arXiv CS.CL

ArXi:2511.07910v2 Announce Type: replace Large Language Models (LLMs) achieve excellent performance in natural language reasoning tasks through pre-