ICSFSurvey is a research study investigating the internal consistency and self-feedback of large language models. It offers a cohesive perspective on the self-assessment and self-updating mechanisms of LLMs, encompassing theoretical frameworks, systematic classifications, evaluation methods, and future research directions.