面向工程化以人为中心的AI系统的统一用户建模语言
Towards a unified user modeling language for engineering human centered AI systems
AI总结：
提出统一用户建模语言，整合现有方法，在低代码平台上实现，并用于自动适配对话代理。
摘要：
在当今数字社会中，个性化已成为软件应用的关键方面，显著影响用户体验和参与度。新一波智能用户界面，如基于AI的对话代理，有潜力实现超越以往其他类型界面的个性化。个性化需要能够指定完整的用户画像，涵盖尽可能多的维度，例如潜在的可访问性约束、交互偏好甚至爱好。然而，现有的用户建模解决方案大多在非常粗粒度的层面上关注个别方面，严重限制了个性化的适应潜力。在此意义上，本文提出了一种统一的用户建模语言，旨在将建模社区和其他以用户为中心的领域的先前方法整合到一个单一方案中。该语言已在开源BESSER低代码平台之上实现。此外，还开发了一个概念验证，利用我们的语言建模的用户画像来自动适配对话代理。
英文摘要：
In today's digital society, personalization has become a crucial aspect of software applications, significantly impacting user experience and engagement. A new wave of intelligent user interfaces, such as AI-based conversational agents, has the potential to enable such personalization beyond what other types of interfaces could offer in the past. Personalization requires the ability to specify a complete user profile, covering as many dimensions as possible, such as potential accessibility constraints, interaction preferences, and even hobbies. Yet, existing solutions for user modeling mostly focus on individual aspects at a very coarse level, severely limiting the potential adaptations for personalization. In this sense, this paper presents a unified user modeling language, aimed to combine previous approaches, both from the modeling community and other user-centric fields, in a single proposal. This language has been implemented on top of the open source BESSER low-code platform. Additionally, a proof of concept leveraging user profiles modeled with our language to automatically adapt a conversational agent has also been developed.
机构、总结、中文摘要均由AI分析而来，可能存在错误，请以论文正文为准。
