Counterfactual-Consistency Prompting for Relative Temporal Understanding in Large Language Models
Despite the advanced capabilities of large language models (LLMs), their temporal reasoning ability remains underdeveloped. Prior works have highlighted this limitation, particularly in maintaining temporal consistency when understanding event relations. For example, models often confuse mutually ex…