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International Journal of Creative and Open Research in Engineering and Management

A Peer-Reviewed, Open-Access International Journal Supporting Multidisciplinary Research, Digital Publishing Standards, DOI Registration, and Academic Indexing.
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ISSN: 3108-1754 (Online)
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Peer Review: Double Blind
Volume 02, Issue 05

Published on: May 2026

AI EXAM CONTROLLER FOR QUESTION PAPER GENERATION AND ANSWER SHEET EVALUATION WITH SECURE RESULT PROCESSING

Parameshwari.P Yuvarani.M Yogeshwaran.M Sanjay.R Rajkumar.R

Gayathri

Dept. of Computer Science and Engineering Jayalakshmi Institute of Technology

Tamilnadu India

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Plagiarism Passed Peer Reviewed Open Access

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Abstract

The Smart Institutional Management System for This project presents an AI-based examination controller system that automates question paper generation, answer sheet evaluation, and result processing. Subject PDFs are analyzed using TF-IDF and TextRank, and questions are generated using the

T5 Transformer. Scanned answer sheets are processed through OpenCV and Tesseract OCR, while semantic evaluation is performed using BERT embeddings and cosine similarity for accurate mark allocation. The evaluated marks are securely stored using blockchain technology to prevent tampering. The system supports COE verification and publishes results efficiently to colleges and students, ensuring accuracy, transparency, and reduced manual effort.

How to Cite this Paper

Parameshwari.P, , Yuvarani.M, , Yogeshwaran.M, , Sanjay.R, & Rajkumar.R, (2026). AI Exam Controller for Question Paper Generation and Answer Sheet Evaluation with Secure Result Processing. International Journal of Creative and Open Research in Engineering and Management, <i>02</i>(05). https://doi.org/10.55041/ijcope.v2i5.159

Parameshwari.P, , et al.. "AI Exam Controller for Question Paper Generation and Answer Sheet Evaluation with Secure Result Processing." International Journal of Creative and Open Research in Engineering and Management, vol. 02, no. 05, 2026, pp. . doi:https://doi.org/10.55041/ijcope.v2i5.159.

Parameshwari.P, , Yuvarani.M, Yogeshwaran.M, Sanjay.R, and Rajkumar.R. "AI Exam Controller for Question Paper Generation and Answer Sheet Evaluation with Secure Result Processing." International Journal of Creative and Open Research in Engineering and Management 02, no. 05 (2026). https://doi.org/https://doi.org/10.55041/ijcope.v2i5.159.

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References


  • Huo, N. Arabzadeh, and C. L. A. Clarke, “Retrieving supporting evidence for LLMs generated answers,” 2023, arXiv:2306.13781.

  • Bolotova, V. Blinov, F. Scholer, W. B. Croft, and M. Sanderson, “A non-factoid question-answering taxonomy,” in Proc. 45th Int. ACM SIGIR Conf. Res. Develop. Inf. Retr., Jul. 2022, pp. 1196–1207.

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  • All submissions are screened under plagiarism detection.
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  • Peer Review Type: Double-Blind Peer Review
  • Published on: May 06 2026
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