This paper presents a novel framework, Artificial Intelligence-Enabled Intelligent Assistant (AIIA), for personalized and adaptive learning in higher education. The AIIA system leverages advanced AI and Natural Language Processing (NLP) techniques to create an interactive and engaging learning platform. This platform is engineered to reduce cognitive load on learners by providing easy access to information, facilitating knowledge assessment, and delivering personalized learning support tailored to individual needs and learning styles. The AIIA's capabilities include understanding and responding to student inquiries, generating quizzes and flashcards, and offering personalized learning pathways. The research findings have the potential to significantly impact the design, implementation, and evaluation of AI-enabled Virtual Teaching Assistants (VTAs) in higher education, informing the development of innovative educational tools that can enhance student learning outcomes, engagement, and satisfaction. The paper presents the methodology, system architecture, intelligent services, and integration with Learning Management Systems (LMSs) while discussing the challenges, limitations, and future directions for the development of AI-enabled intelligent assistants in education.
翻译:本文提出了一种面向高等教育的个性化与自适应学习新框架——基于人工智能的智能助手(AIIA)。AIIA系统利用先进的人工智能和自然语言处理技术,构建了一个交互式、沉浸式的学习平台。该平台旨在通过便捷的信息获取、知识评估支持以及根据个体需求和学习风格定制的个性化学习辅助,降低学习者的认知负荷。AIIA的功能包括理解并回应学生提问、生成测验与闪卡、提供个性化学习路径。研究结果有望对高等教育中基于人工智能的虚拟助教(VTA)的设计、实施与评估产生重要影响,为开发能够提升学生学习成效、参与度与满意度的创新教育工具提供依据。本文阐述了AIIA的方法论、系统架构、智能服务及其与学习管理系统(LMS)的集成,并讨论了教育领域人工智能助手的开发挑战、局限性及未来方向。