In argumentative writing, writers must brainstorm hierarchical writing goals, ensure the persuasiveness of their arguments, and revise and organize their plans through drafting. Recent advances in large language models (LLMs) have made interactive text generation through a chat interface (e.g., ChatGPT) possible. However, this approach often neglects implicit writing context and user intent, lacks support for user control and autonomy, and provides limited assistance for sensemaking and revising writing plans. To address these challenges, we introduce VISAR, an AI-enabled writing assistant system designed to help writers brainstorm and revise hierarchical goals within their writing context, organize argument structures through synchronized text editing and visual programming, and enhance persuasiveness with argumentation spark recommendations. VISAR allows users to explore, experiment with, and validate their writing plans using automatic draft prototyping. A controlled lab study confirmed the usability and effectiveness of VISAR in facilitating the argumentative writing planning process.
翻译:在辩论性写作中,作者必须通过草拟来实现分层写作目标,确保其论证力,以及通过起草来修改和组织计划。最近的大型语言模型 (LLMs) 的进展使得通过聊天界面进行交互文本生成 (例如,ChatGPT) 成为可能。然而,这种方法常常忽略隐含的写作语境和用户意图,缺乏对用户控制和自主权的支持,并且在实现解释和修订写作计划方面提供了有限的帮助。为了解决这些挑战,我们引入了 VISAR,一种 AI 辅助写作助手系统,旨在帮助作者在其写作上下文中草拟和修订分层目标,通过同步文本编辑和视觉编程组织论证结构,并通过论证火花推荐提升其说服力。VISAR 允许用户使用自动草案原型探索、实验和验证其写作计划。控制实验表明,VISAR 在促进辩论性写作规划过程方面具有可用性和有效性。