arXiv:2503.04752cs.CYcs.AI2025-03

用AI自动生成试题并实时评分反馈,提升学生评估效率与精准度。

Transforming Student Evaluation with Adaptive Intelligence and Performance Analytics

  • 基于Gemini API生成多类型题目,支持自动批改与即时反馈。
  • 系统提供实时数据分析,可追踪学习进展并推荐提升路径。
  • 适用于教师出题与学生自测,降低作弊风险,增强数据驱动教学。

人工智能的发展为重塑学生评估方法提供了变革性潜力。本文构建了一个基于AI的学生表现评估系统,利用Gemini API生成选择题、简答题和论述题,并实现自动评分与报告生成。系统支持全屏模式与限时答题,有效减少作弊可能。核心功能包括即时反馈机制,学生可立即获取得分及错题解析。平台还具备智能学习进度追踪功能,帮助用户了解自身强弱项,并推荐相应学习层级。该系统不仅简化了评估流程,提升了评分准确性,更推动了基于数据的个性化学习进程。

原文摘要 · Abstract (English)

The development in Artificial Intelligence (AI) offers transformative potential for redefining student assessment methodologies. This paper aims to establish the idea of the advancement of Artificial Intelligence (AI) and its prospect in reshaping approaches to assessing students. It creates a system for the evaluation of students performance using Artificial intelligence, and particularly the Gemini API for the generation of questions, grading and report on the students performances. This is to facilitate easy use of the tools in creating, scheduling, and delivering assessments with minimal chances of cheating through options such as full screen and time limit. There are formats of questions in the system which comprises multiple choice, short answers and descriptive questions, developed by Gemini. The most conspicuous feature is the self-checking system whereby the user gets instant feedback for the correct score that each of the students would have scored instantly with explanations about wrong answers. Moreover, the platform has intelligent learning progressions where the user will be able to monitor his/her performances to be recommended a certain level of performance. It will allow students as well as educators to have real-time analytics and feedback on what they are good at and where they need to improve. Not only does it make the assessment easier, but it also improves the levels of accuracy in grading and effectively strengthens a data based learning process for students.

AI评估智能教育实时反馈

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