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AgriResponse: A Real-Time Agricultural Query-Response Generation System for Assisting Nationwide Farmers

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Title AgriResponse: A Real-Time Agricultural Query-Response Generation System for Assisting Nationwide Farmers
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Creator Samarth Godara
Jatin Bedi
Rajender Parsad
Deepak Singh
Ram Swaroop Bana
Sudeep Marwaha
 
Subject Artificial intelligence in agriculture
Farmers problems
Helpline center knowledge base
Query response generation,
Question answering system
 
Description Not Available
Advancements in information sciences can play a vital role in strengthening the nation’s
sustainable agriculture goals. In this direction, we propose a framework for a text-based query-response
generation system to cope with the demand for timely help to the nationwide Indian farmers. One of
the major challenges in designing such systems is constructing a knowledge base that can answer plantprotection-related questions from a diverse population of farmers. To tackle this problem, the past eight
years’ call-log records from the countrywide farmers’ helpline network are collected and processed to
construct the required knowledge base. Additionally, three response-retrieval models with approximate
matching and spatial-based searching functionality are developed to administer the user input questions and
extract relevant answers from the base. To validate the performance of the proposed framework, a diversified
question bank consisting of 755 queries covering 151 crops in India is compiled. Three metrics (Accuracy
Percentage, Crop-weighted Performance Score, and Average Response-retrieval time) are considered for the
models’ assessment. Experimental results show that AgriResponse is a practical framework in real-world
applications, with the different retrieval models useful for different scenarios.
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Date 2024-02-14T15:48:42Z
2024-02-14T15:48:42Z
2024-01-03
 
Type Research Paper
 
Identifier ii. Godara Samarth, Bedi Jatin, Parsad Rajender, Singh Deepak, Bana Ram Swaroop and Marwaha Sudeep (2023). AgriResponse: A real-time agricultural query-response generation system for assisting nationawide farmers. IEEE Access, 12, pp. 294-311. https://doi.org/10.1109/ACCESS.2023.3339253
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http://krishi.icar.gov.in/jspui/handle/123456789/81362
 
Language English
 
Relation Not Available;
 
Publisher IEEE ACCESS