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
Not Available |
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Creator |
Samarth Godara
Jatin Bedi Rajender Parsad Deepak Singh Ram Swaroop Bana Sudeep Marwaha |
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Subject |
Artificial intelligence in agriculture
Farmers problems Helpline center knowledge base Query response generation, Question answering system |
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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. Not Available |
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Date |
2024-02-14T15:48:42Z
2024-02-14T15:48:42Z 2024-01-03 |
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Type |
Research Paper
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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
Not Available http://krishi.icar.gov.in/jspui/handle/123456789/81362 |
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Language |
English
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Relation |
Not Available;
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Publisher |
IEEE ACCESS
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