N-Gram Accuracy Analysis in the Method of Chatbot Response

Chatbot is a computer program designed to simulate interactive conversations or communication to users. In this study, chatbot was created as a customer service that functions as a public health service in Malang. This application is expected to facilitate the public to find the desired information. The method for user input in this application used N-Gram. N-gram consists of unigram, bigram and trigram. Testing of this application is carried out on 3 N-gram methods, so that the results of the tests have been done obtain the results for unigram 0.436, bigram 0.28, and trigram 0.26. From these results it can be seen that trigrams are faster in answering questions.

Publication Details

Journal
Science Publishing Corporation Inc. - International Journal of Engineering & Technology
Published
2026-03-02
DOI
https://doi.org/10.14419/ijet.v7i4.36.28991
Primary Topic
AI in Service Interactions
Type
article
Field-Weighted Citation Impact
0.00
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article

N-Gram Accuracy Analysis in the Method of Chatbot Response

Science Publishing Corporation Inc. - International Journal of Engineering & Technology
AI in Service Interactions
article

N-Gram Accuracy Analysis in the Method of Chatbot Response

article en

Abstract

Chatbot is a computer program designed to simulate interactive conversations or communication to users. In this study, chatbot was created as a customer service that functions as a public health service in Malang. This application is expected to facilitate the public to find the desired information. The method for user input in this application used N-Gram. N-gram consists of unigram, bigram and trigram. Testing of this application is carried out on 3 N-gram methods, so that the results of the tests have been done obtain the results for unigram 0.436, bigram 0.28, and trigram 0.26. From these results it can be seen that trigrams are faster in answering questions.

Science Publishing Corporation Inc. - International Journal of Engineering & Technology
Openalex Percentile: Top 99%
AI in Service Interactions
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N-Gram Accuracy Analysis in the Method of Chatbot Response · Science Publishing Corporation Inc. - International Journal of Engineering & Technology (2026) | TGRS Research Map | TGRS