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Modern crop advisory systems exhibit a critical limitation termed \textit{economic blindness}. These systems primarily optimize for biological yield, often overlooking market price, which can lead farmers toward agronomically sound yet…

Machine Learning · Computer Science 2026-05-04 Debasis Dwibedy , Avyay Nishtala , Pranathi Mukku , D Snehaja

India is an agro-based economy and proper information about agricultural practices is the key to optimal agricultural growth and output. In order to answer the queries of the farmer, we have build an agricultural chatbot based on the…

Computation and Language · Computer Science 2025-09-30 Naman Jain , Pranjali Jain , Pratik Kayal , Jayakrishna Sahit , Soham Pachpande , Jayesh Choudhari , Mayank Singh

Accurate, timely, and farm-level crop type information is paramount for national food security, agricultural policy formulation, and economic planning, particularly in agriculturally significant nations like India. While remote sensing and…

The Indian Agricultural sector generates huge employment accounting for over 54% of countrys workforce. Its overall stand in GDP is close to 14%. However, this sector has been plagued by knowledge and infrastructure deficit, especially in…

Information Retrieval · Computer Science 2022-04-15 Narayana Darapaneni , Rajiv Tiwari , Anwesh Reddy Paduri , Suman Saurav , Rohit Chaoji , Sohil

Agriculture, vital for global sustenance, necessitates innovative solutions due to a lack of organized domain experts, particularly in developing countries where many farmers are impoverished and cannot afford expert consulting. Initiatives…

Computation and Language · Computer Science 2024-10-03 Krish Didwania , Pratinav Seth , Aditya Kasliwal , Amit Agarwal

Farmers in developing regions like Karnataka, India, face a dual challenge: navigating extreme market and climate volatility while being excluded from the digital revolution due to literacy barriers. This paper presents a novel decision…

Machine Learning · Computer Science 2025-07-15 Niranjan Mallikarjun Sindhur , Pavithra C , Nivya Muchikel

Agricultural disease management in developing countries such as India, Kenya, and Nigeria faces significant challenges due to limited access to expert plant pathologists, unreliable internet connectivity, and cost constraints that hinder…

Computer Vision and Pattern Recognition · Computer Science 2025-10-28 Mihir Gupta , Pratik Desai , Ross Greer

In Bangladesh, many farmers still struggle to access timely, expert-level agricultural guidance. This paper presents KrishokBondhu, a voice-enabled, call-centre-integrated advisory platform built on a Retrieval-Augmented Generation (RAG)…

Computation and Language · Computer Science 2026-03-10 Mohd Ruhul Ameen , Akif Islam , Farjana Aktar , M. Saifuzzaman Rafat

Agriculture plays a fundamental role in driving economic growth and ensuring food security for populations around the world. Although labor-intensive agriculture has led to steady increases in food grain production in many developing…

DBSCAN is widely used in many scientific and engineering fields because of its simplicity and practicality. However, due to its high sensitivity parameters, the accuracy of the clustering result depends heavily on practical experience. In…

Machine Learning · Computer Science 2022-08-10 Ruitong Zhang , Hao Peng , Yingtong Dou , Jia Wu , Qingyun Sun , Jingyi Zhang , Philip S. Yu

Farmers face several challenges when growing crops like uncertain irrigation, poor soil quality, etc. Especially in India, a major fraction of farmers do not have the knowledge to select appropriate crops and fertilizers. Moreover, crop…

Machine Learning · Computer Science 2022-04-26 Shloka Gupta , Akshay Chopade , Nishit Jain , Aparna Bhonde

Crop management plays a crucial role in determining crop yield, economic profitability, and environmental sustainability. Despite the availability of management guidelines, optimizing these practices remains a complex and multifaceted…

Machine Learning · Computer Science 2024-04-01 Jing Wu , Zhixin Lai , Suiyao Chen , Ran Tao , Pan Zhao , Naira Hovakimyan

Efficient and sustainable crop production process management is crucial to meet the growing global demand for food, fuel, and feed while minimizing environmental impacts. Traditional crop management practices, often developed through…

Systems and Control · Electrical Eng. & Systems 2024-10-15 Dong Chen , Yanbo Huang

Agricultural decision-making involves complex, context-specific reasoning, where choices about crops, practices, and interventions depend heavily on geographic, climatic, and economic conditions. Traditional large language models (LLMs)…

DBSCAN, a well-known density-based clustering algorithm, has gained widespread popularity and usage due to its effectiveness in identifying clusters of arbitrary shapes and handling noisy data. However, it encounters challenges in producing…

Machine Learning · Computer Science 2025-05-09 Hao Peng , Xiang Huang , Shuo Sun , Ruitong Zhang , Philip S. Yu

Recent years have witnessed the success of question answering (QA), especially its potential to be a foundation paradigm for tackling diverse NLP tasks. However, obtaining sufficient data to build an effective and stable QA system still…

Computation and Language · Computer Science 2023-09-21 Kunlun Zhu , Shihao Liang , Xu Han , Zhi Zheng , Guoyang Zeng , Zhiyuan Liu , Maosong Sun

Efficient Maximum Inner Product Search (MIPS) is an important task that has a wide applicability in recommendation systems and classification with a large number of classes. Solutions based on locality-sensitive hashing (LSH) as well as…

Machine Learning · Computer Science 2015-12-01 Alex Auvolat , Sarath Chandar , Pascal Vincent , Hugo Larochelle , Yoshua Bengio

Rice is a staple food of global importance in terms of trade, nutrition, and economic growth. Among Asian nations such as China, India, Pakistan, Thailand, Vietnam and Indonesia are leading producers of both long and short grain varieties,…

Computer Vision and Pattern Recognition · Computer Science 2025-08-28 Hamza Khan

The application of Deep Learning and Natural Language based ChatBots are growing rapidly in recent years. They are used in many fields like customer support, reservation system and as personal assistant. The Enterprises are using such…

Computation and Language · Computer Science 2022-04-22 Narayana Darapaneni , Selvakumar Raj , Raghul V , Venkatesh Sivaraman , Sunil Mohan , Anwesh Reddy Paduri

Software developers have heavily used online question and answer platforms to seek help to solve their technical problems. However, a major problem with these technical Q&A sites is "answer hungriness" i.e., a large number of questions…

Software Engineering · Computer Science 2022-10-31 Zhipeng Gao , Xin Xia , David Lo , John Grundy
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