AI-Powered Olympiad Tutor: Democratizing Access to Mathematical Olympiad Training
编号:57 访问权限:仅限参会人 更新:2026-07-22 16:09:30 浏览:15次 Online

报告开始:2026年07月31日 11:10(Asia/Kolkata)

报告时间:15min

所在会场:[S6] Artificial Intelligence Use Cases [S6-4] Artificial Intelligence Use Cases

演示文件 附属文件

提示:该报告下的文件权限为仅限参会人,您尚未登录,暂时无法查看。

摘要
Preparation for mathematical Olympiads like Regional Mathematical Olympiad (RMO) would be hard without any form of structured training, personal tutoring, and learning resources. In this paper, we have designed an intelligent tutoring system using AI tutor for solving complex mathematics questions with retrieval augmented generation (RAG), multimodal inputs, symbolic validation, and personalized learning methods. The system makes use of math OCR to process handwritten inputs, coordinate requests through the FastAPI webserver, perform vectorized semantic search with PostgreSQL database with pgvector support, and finally employ large language models to hint, evaluate, and tutor students. Instead of providing direct answers, the tutor uses the Socratic method to guide students. Some features of the system include problem generation, personalized recommendations, step-by-step grading of solutions, and monitoring of the learning process. Accuracy achieved by the system is 86% in final answers, 81% in logical reasoning, 89% in grading, and 91% in math OCR on a selected sample of 120 questions from the Omni-MATH database. Positive feedback was received from the preliminary trials conducted for RMO aspirants.
关键词
Mathematical Olympiad,AI Tutor,Retrieval-Augmented Generation,Symbolic Verification,Math OCR,Personalized Learning,Olympiad Preparation,Educational Technology
报告人
Niranjan Naik
Student Dwarkadas J. Sanghvi College of Engineering

Rajdeepsinh Jadeja
Student Dwarkadas J. Sanghvi College of Engineering

Ram Palan
Student Dwarkadas J. Sanghvi College of Engineering

Neil Rahate
Student Dwarkadas J. Sanghvi College of Engineering

稿件作者
Niranjan Naik Dwarkadas J. Sanghvi College of Engineering
Rajdeepsinh Jadeja Dwarkadas J. Sanghvi College of Engineering
Ram Palan Dwarkadas J. Sanghvi College of Engineering
Neil Rahate Dwarkadas J. Sanghvi College of Engineering
Abhijit Joshi Dwarkadas J. Sanghvi College of Engineering
发表评论
验证码 看不清楚,更换一张
全部评论
重要日期
  • 会议日期

    07月30日

    2026

    08月01日

    2026

  • 07月28日 2026

    注册截止日期

  • 07月30日 2026

    初稿截稿日期

主办单位
The United Societies of Science
承办单位
Kongunadu College of Engineering and Technology
协办单位
IEEE Section
IEEE Madras Section
历届会议
移动端
在手机上打开
小程序
打开微信小程序
客服
扫码或点此咨询