Navigating the Path of Writing: Outline-guided Text Generation with Large Language Models

arXiv:2404.13919v1 Announce Type: new
Abstract: Large Language Models (LLMs) have significantly impacted the writing process, enabling collaborative content creation and enhancing productivity. However, generating high-quality, user-aligned text remains challenging. In this paper, we propose Writing Path, a framework that uses explicit outlines to guide LLMs in generating goal-oriented, high-quality pieces of writing. Our approach draws inspiration from structured writing planning and reasoning paths, focusing on capturing and reflecting user intentions throughout the writing process. We construct a diverse dataset from …

abstract arxiv collaborative cs.ai cs.cl cs.hc enabling framework guide however language language models large language large language models llms outlines paper path process productivity quality text text generation type writing