Open Access Open Access  Restricted Access Subscription Access

Smart Interview Evaluator using NLP and Speech Recognition

Shakthi S, Mr. karthiban R, Mohithra S, Thiruselvam S

Abstract


In order to improve interaction and automate assessment, this paper presents an intelligent web-based learning platform that combines natural language processing and machine learning. The system supports speech-to-text processing, grammatical analysis, and real-time question generation by integrating a Node.js framework with a Python machine learning backend. AI-powered interview simulations and automated report production are made possible by it, offering individualised and flexible learning opportunities. The platform illustrates the promise of AI-powered systems in contemporary e-learning and digital evaluation contexts by decreasing manual assessment efforts and enhancing language precision.


Full Text:

PDF

References


Sanghavi, K. M., Pranita Borse, and Sanjeevani Gandhakse. "SMART Interview System." JOURNAL OF TECHNICAL EDUCATION: 180.

Somasundaram, K., et al. "AI-Powered Virtual Interview System: An Intelligent Approach to Automated Candidate Assessment Using NLP and Machine Learning." 2025 9th International Conference on Inventive Systems and Control (ICISC). IEEE, 2025.

Harsh, G. Sri, et al. "Automated Interview Evaluation System Using RoBERTa Technology." 2024 1st International Conference on Cognitive, Green and Ubiquitous Computing (IC-CGU). IEEE, 2024.

Todsam, Sahil, et al. "Mock Interview Platform for Interview Performance Analysis using Machine Learning." 2025 3rd International Conference on Sustainable Computing and Data Communication Systems (ICSCDS). IEEE, 2025.

Padmaja, Ms B., et al. "A Web Application-Based Mock Interview Using NLP Techniques."

Namratha, M., et al. "InterviewPal-Elevating Interview Automation with Deep Learning and Natural Language Processing Perspectives." 2024 International Conference on Emerging Technologies in Computer Science for Interdisciplinary Applications (ICETCS). IEEE, 2024.

Sharma, Tanishque, et al. "Review of natural language processing and computer vision in AI-Powered interview platforms." AIP Conference Proceedings. Vol. 3327. No. 1. AIP Publishing LLC, 2025.

Senthilkumar, K., et al. "AI Based Mock Interview System Using Natural Language Processing." 2025 International Conference on Advanced Computing Technologies (ICoACT). IEEE, 2025.

Uppalapati, Padma Jyothi, Madhavi Dabbiru, and Venkata Rao Kasukurthi. "AI-driven mock interview assessment: leveraging generative language models for automated evaluation." International Journal of Machine Learning and Cybernetics (2025): 1-23.

Nikam, Eisha. Eloqify: Intelligent Interview Companion. Diss. Sant Gadge Baba Amravati University, Amravati, 2025.


Refbacks

  • There are currently no refbacks.