Technological advances continue to redefine the dynamics of human-machine interactions, particularly in task execution. This proposal responds to the advancements in Generative AI by outlining a research plan that probes intent-AI interaction across a diverse set of tasks: fixed-scope content curation task, atomic creative tasks, and complex and interdependent tasks. This exploration aims to inform and contribute to the development of Intent-based User Interface (IUI). The study is structured in three phases: examining fixed-scope tasks through news headline generation, exploring atomic creative tasks via analogy generation, and delving into complex tasks through exploratory visual data analysis. Future work will focus on improving IUIs to better provide suggestions to encourage experienced users to express broad and exploratory intents, and detailed and structured guidance for novice users to iterate on analysis intents for high quality outputs.
翻译:技术进步持续重新定义人机交互的动态,尤其在任务执行方面。本研究针对生成式人工智能的进展提出了一项研究计划,通过探索多样化的任务场景——包括固定范围内容策展任务、原子型创意任务以及复杂且相互依赖的任务,来考察意图与人工智能之间的交互。这一探索旨在为基于意图的用户界面(IUI)的发展提供参考与贡献。研究分为三个阶段:通过新闻标题生成检验固定范围任务,借助类比生成探索原子型创意任务,以及通过探索性视觉数据分析深入复杂任务。未来工作将聚焦于改进IUIs,使其能更好地为经验用户提供建议以激发广泛且探索性的意图,同时为新手用户提供详细且结构化的指导,以迭代分析意图获取高质量输出。