Abstract: With the rapid development of Large Language Models (LLMs), Controllable Text Generation (CTG) has become a critical technology for enhancing system reliability and user experience.

Abstract: The rapid advancement of generative models, facilitating the creation of hyper-realistic images from textual de-scriptions, has concurrently escalated critical societal con-cerns such as ...