Natural Language Constraint

Natural language constraints focus on improving the controllability and reliability of large language models (LLMs) by incorporating constraints expressed in natural language. Current research investigates how to effectively integrate these constraints into various tasks, including text generation, code generation, and multi-modal applications, often employing techniques like constrained decoding, constraint programming, and the integration of pre-trained language models. This research is significant because it addresses the limitations of LLMs in producing structured, accurate, and safe outputs, paving the way for more reliable and trustworthy applications in diverse fields.