The integration of Conversational Agents (CAs) into daily life offers opportunities to tackle global challenges, leading to the emergence of Conversational AI for Social Good (CAI4SG). This paper examines the advancements of CAI4SG using a role-based framework that categorizes systems according to their AI autonomy and emotional engagement. This framework emphasizes the importance of considering the role of CAs in social good contexts, such as serving as empathetic supporters in mental health or functioning as assistants for accessibility. Additionally, exploring the deployment of CAs in various roles raises unique challenges, including algorithmic bias, data privacy, and potential socio-technical harms. These issues can differ based on the CA's role and level of engagement. This paper provides an overview of the current landscape, offering a role-based understanding that can guide future research and design aimed at the equitable, ethical, and effective development of CAI4SG.
翻译:对话智能体(CAs)在日常生活中的整合为应对全球性挑战提供了机遇,从而催生了面向社会公益的对话式人工智能(CAI4SG)。本文采用一种基于角色的分析框架,依据系统的AI自主性与情感交互程度进行分类,以此审视CAI4SG领域的发展进展。该框架强调在公益场景中考虑对话智能体角色定位的重要性,例如在心理健康领域担任共情支持者,或在无障碍服务中作为辅助工具。此外,探索对话智能体在不同角色中的部署也引发了独特的挑战,包括算法偏见、数据隐私以及潜在的社会技术性危害。这些问题可能因对话智能体的角色定位与交互层级不同而有所差异。本文综述了当前发展态势,提供了一种基于角色的理解视角,旨在为未来以实现公平、合乎伦理且高效发展为目标的CAI4SG研究与设计提供指引。