Standardize: Aligning Language Models with Expert-Defined Standards for Content Generation

arXiv:2402.12593v1 Announce Type: new
Abstract: Domain experts across engineering, healthcare, and education follow strict standards for producing quality content such as technical manuals, medication instructions, and children's reading materials. However, current works in controllable text generation have yet to explore using these standards as references for control. Towards this end, we introduce Standardize, a retrieval-style in-context learning-based framework to guide large language models to align with expert-defined standards. Focusing on English language standards in the education domain as a use …

abstract arxiv children content generation control cs.cl current domain domain experts education engineering expert experts explore healthcare language language models materials quality reading standards technical text text generation type