reasoningcritiquebearishLLMs struggle with accuracy and reliability in specialized domains due to reasoning failures from not internalizing underlying domain graphs, rather than just missing knowledgeNeural and Evolutionary Computing27 Jul 2026http://arxiv.org/abs/2606.29254v1