AI RESEARCH
Last Layer Logits to Logic: Empowering LLMs with Logic-Consistent Structured Knowledge Reasoning
arXiv CS.CL
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ArXi:2511.07910v2 Announce Type: replace Large Language Models (LLMs) achieve excellent performance in natural language reasoning tasks through pre-