We present Marvista -- a human-AI collaborative tool that employs a suite of natural language processing models to provide end-to-end support for reading online articles. Before reading an article, Marvista helps a user plan what to read by filtering text based on how much time one can spend and what questions one is interested to find out from the article. During reading, Marvista helps the user focus on one paragraph at a time and reflect on their understanding of each paragraph with AI-generated questions. After reading, Marvista generates an explainable human-AI summary that combines both AI's processing of the text, the user's reading behavior, and user-generated data in the reading process. In contrast to prior work that offered (content-independent) interaction techniques or devices for reading, Marvista is the first human-AI collaborative tool that contributes text-specific guidance (content-aware) to support the entire reading process.
翻译:Marvista是一个人类-AI合作工具,它使用一套自然语言处理模型,为在线文章的阅读提供端到端支持。在阅读文章之前,Marvista帮助用户根据人们可以花多少时间以及人们感兴趣的问题从文章中找出什么问题来过滤文本,以此规划阅读内容。在阅读过程中,Marvista帮助用户一次关注一个段落,用AI产生的问题来思考他们对每个段落的理解。在阅读之后,Marvista生成了一个可解释的人类-AI摘要,将AI的文本处理、用户的阅读行为和用户在阅读过程中生成的数据结合起来。与以前提供(独立)互动技术或阅读设备的工作相比,Marvista是第一个提供文本特定指导(content-aware)以支持整个阅读过程的人类-AI合作工具。