ISSN2320-2882
Impact Factor9.17
UGC ParametersAligned
Low Cost₹1501 / $59
CrossRefDOI
ESTD2013
Peer ReviewTransparent
AccessOpen
Submission: Always Open
Paper Title
An Intelligent Automated Assessment System For Dynamic Question Generation And Student Performance Analysis
Authors
Sudarshan Date , Om Makwana , Srishti Pandey , Prathmesh Sable , Dr. Atul Kachare
Keywords
Dynamic Question Generation, Natural Language Processing, Transformer Models, Semantic Similarity, Bloom's Taxonomy, Automated Assessment, Adaptive Learning
Abstract
Manual preparation of question papers is often repetitive, time consuming and difficult to scale especially when personalization and fairness is required. This paper proposes a dynamic question paper generation system using transformer based natural language processing along with semantic similarity analysis for the automation and improvement of the assessment process. The system is designed to generate multiple choice questions from existing content while taking into consideration topic coverage, difficulty level and cognitive categories based on Bloom's taxonomy. We apply semantic similarity methods to identify and remove duplicate or close questions, to ensure quality and diversity of the generated papers. The system also randomizes the question sets for each student, reducing the repetition and increasing the fairness of the assessments. It also has a performance analysis module which analyses the responses of the students and points out the weaker areas for improvement. The overall approach lessens the manual effort required from educators while supporting more adaptive and data driven assessment practices. The results indicate that the system can generate consistent and reliable question papers with relevance and diversity.
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IJCRT — journal style
"An Intelligent Automated Assessment System For Dynamic Question Generation And Student Performance Analysis", IJCRT - International Journal of Creative Research Thoughts (www.ijcrt.org), ISSN:2320-2882, Vol.14, Issue 5, page no.c808-c823, May 2026, Available :https://ijcrt.org/papers/IJCRT2605329.pdf
APA — 7th edition
Date, S., Makwana, O., Pandey, S., Sable, P., & Kachare, A. (2026). An Intelligent Automated Assessment System For Dynamic Question Generation And Student Performance Analysis. International Journal of Creative Research Thoughts, 14(5), c808-c823. https://ijcrt.org/viewpaperforall.php?paper=IJCRT2605329
MLA — 9th edition
Date, Sudarshan, et al. "An Intelligent Automated Assessment System For Dynamic Question Generation And Student Performance Analysis." International Journal of Creative Research Thoughts, vol. 14, no. 5, 2026, pp. c808-c823, https://ijcrt.org/viewpaperforall.php?paper=IJCRT2605329.
Chicago — 17th, bibliography
Date, Sudarshan, et al. "An Intelligent Automated Assessment System For Dynamic Question Generation And Student Performance Analysis." International Journal of Creative Research Thoughts 14, no. 5 (2026): c808-c823. https://ijcrt.org/viewpaperforall.php?paper=IJCRT2605329.
Harvard — author–date
Date, S. et al. (2026) 'An Intelligent Automated Assessment System For Dynamic Question Generation And Student Performance Analysis', International Journal of Creative Research Thoughts, 14(5), pp. c808-c823. Available at: https://ijcrt.org/viewpaperforall.php?paper=IJCRT2605329
IEEE — numbered reference
S. Date, O. Makwana, S. Pandey, P. Sable and A. Kachare, "An Intelligent Automated Assessment System For Dynamic Question Generation And Student Performance Analysis," IJCRT, vol. 14, no. 5, pp. c808-c823, May. 2026.
Vancouver — biomedical
Date S, Makwana O, Pandey S, Sable P, Kachare A. An Intelligent Automated Assessment System For Dynamic Question Generation And Student Performance Analysis. IJCRT. 2026 May;14(5):c808-c823.
AMA — 11th edition
Date S, Makwana O, Pandey S, Sable P, Kachare A. An Intelligent Automated Assessment System For Dynamic Question Generation And Student Performance Analysis. IJCRT. 2026;14(5):c808-c823. Accessed at https://ijcrt.org/viewpaperforall.php?paper=IJCRT2605329
BibTeX — Zotero, Mendeley, LaTeX
@article{IJCRT2605329,
author = {Sudarshan Date and Om Makwana and Srishti Pandey and Prathmesh Sable and Atul Kachare},
title = {An Intelligent Automated Assessment System For Dynamic Question Generation And Student Performance Analysis},
journal = {International Journal of Creative Research Thoughts},
volume = {14},
number = {5},
pages = {c808-c823},
year = {2026},
month = {May},
issn = {2320-2882},
url = {https://ijcrt.org/viewpaperforall.php?paper=IJCRT2605329}
}
RIS — EndNote, RefWorks
TY - JOUR
AU - Date, Sudarshan
AU - Makwana, Om
AU - Pandey, Srishti
AU - Sable, Prathmesh
AU - Kachare, Atul
TI - An Intelligent Automated Assessment System For Dynamic Question Generation And Student Performance Analysis
T2 - International Journal of Creative Research Thoughts
JA - IJCRT
VL - 14
IS - 5
PY - 2026
SN - 2320-2882
UR - https://ijcrt.org/viewpaperforall.php?paper=IJCRT2605329
SP - c808-c823
ER -
Issue
Volume 14 Issue 5,
May-2026
Pages : c808-c823
Article Information
- Pages
- c808-c823
- Published
- May 2026
- Registration ID
- IJCRT_308292
- Published Paper ID
- IJCRT2605329
- Research Area
- Science and Technology
- Author Type
- Indian Author
- Location
- Navi Mumbai, Maharashtra, India
- Peer Review
- Request Peer Review Report
- Licence
- CC BY 4.0 · Open Access
- ISSN & Impact Factor
- 2320-2882 · IF 9.17
- Downloads
- 143
- Permanent Link
- https://ijcrt.org/viewpaperforall.php?paper=IJCRT2605329
- Published Paper PDF
- https://ijcrt.org/papers/IJCRT2605329.pdf
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International Journal of Creative Research Thoughts
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2320-2882
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The authors would like to thank the reviewers and the editorial board of International Journal of Creative Research Thoughts for their careful reading and constructive comments, and all colleagues who supported the preparation of this manuscript.
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