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14th Biennial International Conference SPG 2023

Building a Closed Domain Question Answering System by using Natural Language Processing

Published in GEOHORIZONS - 2023

  • Vol. Vol.29 No.2, Page 1
  • ISSN NO :
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Sanjay Chakravorty , ONGC, India

Abstract


A proof of concept Artificial Intelligence (AI) based application has been developed for a Question Answering system based on documents from Geological and Geophysical (G & G) domain by using Natural Language Processing (NLP) techniques. The present paper discusses the complete workflow of the Question Answering system, starting from data annotation, using pretrained BERT model, training/fine tuning the BERT model with new annotated dataset, preparing the data corpus and finally developing a web based user interface to access the core application.

Keywords


Natural Language Processing, Closed Domain, Question Answering System, BERT

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