University Auto Reply FAQ Chatbot Using NLP and Neural Networks

Authors

  • Harshita Mangotra Electronics and Communication Engineering, Indira Gandhi Delhi Technical University for Women, India https://orcid.org/0000-0001-9959-4942
  • Vibhuti Dabas Information Technology, Indira Gandhi Delhi Technical University for Women, India
  • Bhanu Khetharpal Information Technology, Indira Gandhi Delhi Technical University for Women, India
  • Abhigya Verma Information Technology, Indira Gandhi Delhi Technical University for Women, India https://orcid.org/0000-0001-5928-8481
  • Shweta Singhal Information Technology, Indira Gandhi Delhi Technical University for Women, India https://orcid.org/0000-0001-8267-8867
  • A. K. Mohapatra Information Technology, Indira Gandhi Delhi Technical University for Women, India

DOI:

https://doi.org/10.47852/bonviewAIA3202631

Keywords:

chatbot, deep learning, bidirectional LSTM, NLP

Abstract

When new students enter college, they often have similar questions – “Where to study for this subject?,” “How to prepare Data Structures and Algorithms?,” “How to connect with seniors?,” and so on. The use of chatbots can help them get answers to their questions quickly and efficiently. This study proposes a deep learning (DL) chatbot for addressing common doubts of university students, providing efficient and accurate responses to college-specific questions. A self-curated dataset is used for the purpose of building the chatbot, and natural language processing techniques are utilized for the pre-processing of raw data gathered. The study compares two deep learning models – a bidirectional long- and short-term memory network and a simple feed-forward neural network model.

 

Received: 4 January 2023 | Revised: 9 May 2023 | Accepted: 9 June 2023

 

Conflicts of Interest

The authors declare that they have no conflicts of interest to this work.

 

Data Availability Statement

Data sharing is not applicable to this article as no new data were created or analyzed in this study.

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Published

2023-06-25

How to Cite

Mangotra, H., Dabas, V., Khetharpal, B., Verma, A., Singhal, S., & Mohapatra, A. K. (2023). University Auto Reply FAQ Chatbot Using NLP and Neural Networks. Artificial Intelligence and Applications, 2(2), 140–148. https://doi.org/10.47852/bonviewAIA3202631

Issue

Section

Research Article