AUTOMATION OF QUESTION-ANSWER PAIR GENERATION
Abstract & Details
Research Area
Computer Engineering
Keywords
Question-Answer Pair Generation
Machine Learning
Transformer-based Models
SQuAD 1.1 Dataset
Abstract
An automatic question answer generation system presents information given in a passage in a manner such that it is easier to assimilate. Automated Question-Answer (QA) pair generation is a critical task in Natural Language Processing, with applications ranging from chatbots to customer support systems. Traditional approaches to generating QA pairs involve significant manual effort and are time-consuming. Recent advancements in deep learning and natural language processing have led to the development of various automated techniques for QA pair generation. In this paper, we propose an automated approach for generating QA pairs using machine learning models. Our proposed approach comprises four main stages: extracting potential spans from the passage on which questions can be formed, generating questions on the spans generated, and ranking the question-answer pairs.
License
This work is licensed under a Creative
Commons
Attribution-ShareAlike 4.0 International License.
Author Information
| # | Name | Institute / Affiliation |
|---|---|---|
| 1 | Shreshta B Suyog | Bangalore Institute Of Technology |
| 2 | Varshini B S | Bangalore Institute Of Technology |
| 3 | Chavi G Jain | Bangalore Institute Of Technology |
| 4 | V Sushmitha | Bangalore Institute Of Technology |
| 5 | Prof. Nethravathy V | Bangalore Institute Of Technology |
How to Cite
Use the following formats to cite this article in your research.
APA Style
Suyog, Shreshta B, S, Varshini B, Jain, Chavi G, Sushmitha, V, & V, Prof. Nethravathy (2023). AUTOMATION OF QUESTION-ANSWER PAIR GENERATION. International Journal of Advance Research and Innovative Ideas In Education, 9(3), 1129-1135.
MLA Style
Suyog, Shreshta B, et al. "AUTOMATION OF QUESTION-ANSWER PAIR GENERATION." International Journal of Advance Research and Innovative Ideas In Education, vol. 9, no. 3, 2023, pp. 1129-1135.
IEEE Style
Shreshta B Suyog, Varshini B S, Chavi G Jain, V Sushmitha, and Prof. Nethravathy V, "AUTOMATION OF QUESTION-ANSWER PAIR GENERATION," International Journal of Advance Research and Innovative Ideas In Education, vol. 9, no. 3, pp. 1129-1135, 2023.
Vancouver Style
Suyog Shreshta B, S Varshini B, Jain Chavi G, Sushmitha V, V Prof. Nethravathy. AUTOMATION OF QUESTION-ANSWER PAIR GENERATION. International Journal of Advance Research and Innovative Ideas In Education. 2023;9(3):1129-1135.
Harvard Style
Suyog, Shreshta B, S, Varshini B, Jain, Chavi G, Sushmitha, V, & V, Prof. Nethravathy (2023) 'AUTOMATION OF QUESTION-ANSWER PAIR GENERATION', International Journal of Advance Research and Innovative Ideas In Education, 9(3), pp. 1129-1135.
Chicago Style
Suyog, Shreshta B, et al. "AUTOMATION OF QUESTION-ANSWER PAIR GENERATION." International Journal of Advance Research and Innovative Ideas In Education 9, no. 3 (2023): 1129-1135.
Turabian Style
Suyog, Shreshta B, et al. "AUTOMATION OF QUESTION-ANSWER PAIR GENERATION." International Journal of Advance Research and Innovative Ideas In Education 9, no. 3 (2023): 1129-1135.
Related Research
CYBERSECURITY WITH AI
PDF Unavailable
DESIGN AND IMPLEMENTATION OF A SECURE IMAGE STEGANOGRAPHY SYSTEM USING LSB AND CRYPTOGRAPHY
PDF Unavailable
A NOVEL HYBRID IMAGE STEGANOGRAPHY TECHNIQUE BASED ON LSB AND CRYPTOGRAPHIC SECURITY
PDF Unavailable
BioPrint AI: An Intelligent Deep Learning and Computer Vision Based Blood Group Identification System Using Fingerprint Patterns
PDF Unavailable
AnimalAid AI: A Deep Learning Powered Early Warning System for Detecting Skin Infections and Diseases in Stray Dogs
PDF Unavailable
LiverCare AI: Intelligent Medical Imaging Platform for Liver Tumor Detection and Clinical Guidance
PDF Unavailable