20–24 May 2024
Baia Mare, Technical University of Cluj-Napoca
Europe/Bucharest timezone

Comparing NLP Frameworks: A Chatbot Interface Study

22 May 2024, 14:10
10m
Aula (Baia Mare, Technical University of Cluj-Napoca)

Aula

Baia Mare, Technical University of Cluj-Napoca

Str. Dr. Victor BABEȘ 62A
Computer Science Computer Science

Speaker

Dragoș Andreica (Facultatea de Științe Centrul Universitar Nord UTCluj)

Description

This project endeavors to address the growing need for comparative analysis and evaluation within the field of natural language processing (NLP) by developing a sophisticated chatbot interface for assessing the performance of two leading NLP frameworks: Spacy and OpenAI. Motivated by the increasing demand for NLP solutions across various domains, ranging from customer service automation to sentiment analysis, the project seeks to provide researchers, developers, and practitioners with a comprehensive understanding of the capabilities and limitations of these frameworks.

The scope of the project encompasses the development of a user-friendly interface using Django, a high-level Python web framework, alongside Python's extensive libraries for NLP tasks. By integrating Bootstrap and HTML, the interface is designed to ensure seamless user interaction and accessibility. Through this interface, users can input text queries and receive responses generated by both Spacy and OpenAI, with the results meticulously analyzed and compared.

The project's methodology involves rigorous experimentation and benchmarking to evaluate the performance metrics of each framework, including accuracy, speed, and scalability. By conducting systematic comparisons and in-depth analyses, the project aims to elucidate the strengths and weaknesses inherent in Spacy and OpenAI, thereby aiding decision-makers in selecting the most suitable NLP solution for their specific needs.

Primary author

Dragoș Andreica (Facultatea de Științe Centrul Universitar Nord UTCluj)

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