Development and Evaluation of a Smart Agricultural Chatbot

This research presents the development and evaluation of a farmer focused chatbot that provides real-time assistance by leveraging data from various agricultural research institutions. Using natural language processing (NLP), similarity search, and Maximum Marginal Relevance (MMR), the chatbot delivers accurate and diverse responses. Evaluation metrics, including response accuracy, speed, user satisfaction, and query resolution, highlight its effectiveness. A case study with 50 farmers revealed significant improvements in decision-making and productivity, showcasing the chatbot’s potential to enhance agricultural practices through technology.

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Publication Details

Published
2024-10-17
DOI
https://doi.org/10.1109/uemcon62879.2024.10754742
Citations
4
Primary Topic
FinTech, Crowdfunding, Digital Finance
Type
article
Field-Weighted Citation Impact
2.11
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article

Development and Evaluation of a Smart Agricultural Chatbot

Sanmeet Kaur, Rahat Bhatia
4 citations
FinTech, Crowdfunding, Digital Finance
2.11
article

Development and Evaluation of a Smart Agricultural Chatbot

Sanmeet Kaur, Rahat Bhatia
article en
4 citations

Abstract

This research presents the development and evaluation of a farmer focused chatbot that provides real-time assistance by leveraging data from various agricultural research institutions. Using natural language processing (NLP), similarity search, and Maximum Marginal Relevance (MMR), the chatbot delivers accurate and diverse responses. Evaluation metrics, including response accuracy, speed, user satisfaction, and query resolution, highlight its effectiveness. A case study with 50 farmers revealed significant improvements in decision-making and productivity, showcasing the chatbot’s potential to enhance agricultural practices through technology.

Eastern Washington University (US)
Zero hunger
Openalex Percentile: Top 10%
FinTech, Crowdfunding, Digital Finance
2.11
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