AI-Driven MCQ Generation Using NLP

Q: How many days will it take for my paper to be published?

The review time for papers is not fixed. However, if the paper is accepted and the author completes the processing charges formalities, the paper will be published within a few working days.

Q: I would like to receive a hard copy of the journal materials. Are there any additional charges?

You can log in to the author portal and pay 500 INR to receive the hard copy materials.

Dr.Rajesh Saturi; Gorige Anusha; C.Sony

AI-Driven MCQ Generation Using NLP

Authors: Dr.Rajesh Saturi, Gorige Anusha, C.Sony

Unique Paper ID: 181283
Volume: 12
Issue: 1
PageNo: 4443-4447

Keywords: AI-driven MCQ generation Natural Language Processing T5 Model Text-to-Text NLP-based Question Generation

Abstract:
An AI-driven framework is proposed for automating the generation of Multiple-Choice Questions (MCQs) using Natural Language Processing (NLP), with the T5 model at its core. Traditional methods of MCQ creation are labor-intensive and depend heavily on subject-matter experts, limiting efficiency and scalability. This system addresses those limitations by leveraging transformer-based NLP models capable of processing educational materials in formats such as PDF, DOCX, and TXT. It generates context-aware questions and relevant distractors through modules focused on question generation, answer identification, and semantic similarity. The backend is implemented using FastAPI, while the user interface is built with React. Evaluation based on language quality, answer accuracy, and distractor relevance shows that the AI-generated MCQs closely match the quality of manually crafted ones, making the solution highly suitable for educational purposes.

Download article

email to a friend

Cite This Article

ISSN: 2349-6002
Volume: 12
Issue: 1
PageNo: 4443-4447

AI-Driven MCQ Generation Using NLP

Available:https://ijirt.org/article?manuscript=181283

17 Jun, 2025

AI-DRIVEN PREDICTIVE SURVEILLANCE SYSTEM FOR INFECTIOUS DISEASE OUTBREAKS

17 Jun, 2025

AUTOMATIC RAIN PROTECTION FOR FIELD CROPS USING IOT

Impact Factor
8.01 (Year 2024)

UGC Approved
Journal no 47859

Join Our IPN

IJIRT Partner Network

Submit your research paper and those of your network (friends, colleagues, or peers) through your IPN account, and receive 800 INR for each paper that gets published.

Join Now