Large Language Models Struggle with Hypothetical Statements and Exhibit Vulnerability to Knowledge Conflicts

Large language models often fail to correctly understand non-affirmative statements, particularly those involving hypothetical scenarios, and are susceptible to knowledge conflicts when answering questions based on such contexts.