用生成式AI让智能辅导系统更懂你，实时个性化教学
Generative AI and Its Impact on Personalized Intelligent Tutoring Systems
- 用大模型动态生成题目和反馈，按学生水平调整内容
- 支持实时对话式辅导，提升学习路径适配性
- 适合教育科技开发者与智能教学研究者参考
生成式人工智能正重塑教育技术，推动智能辅导系统（ITS）向高度个性化与自适应方向发展。本报告探讨将生成式AI，尤其是GPT-4等大型语言模型，集成到ITS中的实践，通过动态内容生成、实时反馈与自适应学习路径，实现个性化教育。重点应用包括自动出题、定制化反馈机制及响应学习者需求的交互式对话系统。同时分析了确保教学准确性、缓解模型固有偏见以及维持学习者参与度等关键挑战。未来方向涵盖多模态AI融合、情感智能增强及教育AI的伦理影响。通过整合现有研究与实际应用，报告强调生成式AI在构建更高效、公平且具吸引力的教育体验方面的变革潜力。
原文摘要 · Abstract (English)
Generative Artificial Intelligence (AI) is revolutionizing educational technology by enabling highly personalized and adaptive learning environments within Intelligent Tutoring Systems (ITS). This report delves into the integration of Generative AI, particularly large language models (LLMs) like GPT-4, into ITS to enhance personalized education through dynamic content generation, real-time feedback, and adaptive learning pathways. We explore key applications such as automated question generation, customized feedback mechanisms, and interactive dialogue systems that respond to individual learner needs. The report also addresses significant challenges, including ensuring pedagogical accuracy, mitigating inherent biases in AI models, and maintaining learner engagement. Future directions highlight the potential advancements in multimodal AI integration, emotional intelligence in tutoring systems, and the ethical implications of AI-driven education. By synthesizing current research and practical implementations, this report underscores the transformative potential of Generative AI in creating more effective, equitable, and engaging educational experiences.
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