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Despite the rapid progress of Large Language Models (LLMs), their application in agriculture remains limited due to the lack of domain-specific models, curated datasets, and robust evaluation frameworks. To address these challenges, we…

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…

计算与语言 · 计算机科学 2024-10-03 Krish Didwania , Pratinav Seth , Aditya Kasliwal , Amit Agarwal

Large language models (LLMs) are increasingly being recognised as valuable knowledge communication tools in many industries. However, their application in livestock farming remains limited, being constrained by several factors not least the…

人工智能 · 计算机科学 2025-09-15 Nana Han , Dong Liu , Tomas Norton

The integration of artificial intelligence into agricultural practices, specifically through Consultation on Intelligent Agricultural Machinery Management (CIAMM), has the potential to revolutionize efficiency and sustainability in farming.…

计算与语言 · 计算机科学 2024-07-31 Emily Johnson , Noah Wilson

Recent developments in large language models (LLMs) have led to significant improvements in intelligent dialogue systems'ability to handle complex inquiries. However, current LLMs still exhibit limitations in specialized domain knowledge,…

计算与语言 · 计算机科学 2024-09-23 Shuting Yang , Zehui Liu , Wolfgang Mayer

Large language models (LLMs) have demonstrated remarkable capabilities in natural language understanding across various domains, including healthcare and finance. For some tasks, LLMs achieve similar or better performance than trained human…

人工智能 · 计算机科学 2023-10-13 Bruno Silva , Leonardo Nunes , Roberto Estevão , Vijay Aski , Ranveer Chandra

Generative artificial intelligence (AI) offers potential for democratizing scientific knowledge and converting this to clear, actionable information, yet its application in agri-food science remains unexplored. Here, we verify the…

人工智能 · 计算机科学 2025-12-15 Kris A. G. Wyckhuys

Significant progress has been made in advancing large multimodal conversational models (LMMs), capitalizing on vast repositories of image-text data available online. Despite this progress, these models often encounter substantial domain…

计算机视觉与模式识别 · 计算机科学 2025-01-10 Muhammad Awais , Ali Husain Salem Abdulla Alharthi , Amandeep Kumar , Hisham Cholakkal , Rao Muhammad Anwer

In the rapidly evolving field of artificial intelligence (AI), the application of large language models (LLMs) in agriculture, particularly in pest management, remains nascent. We aimed to prove the feasibility by evaluating the content of…

计算与语言 · 计算机科学 2024-03-19 Shanglong Yang , Zhipeng Yuan , Shunbao Li , Ruoling Peng , Kang Liu , Po Yang

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)…

The deployment of Multimodal Large Language Models (MLLMs) in agriculture is currently stalled by a critical trade-off: the existing literature lacks the large-scale agricultural datasets required for robust model development and…

计算机视觉与模式识别 · 计算机科学 2026-03-19 Abderrahmene Boudiaf , Irfan Hussain , Sajid Javed

Agricultural meteorological recommendations are crucial for enhancing crop productivity and sustainability by providing farmers with actionable insights based on weather forecasts, soil conditions, and crop-specific data. This paper…

计算与语言 · 计算机科学 2024-08-12 Ji-jun Park , Soo-joon Choi

The increasing availability of open Earth Observation (EO) and agricultural datasets holds great potential for supporting sustainable land management. However, their high technical entry barrier limits accessibility for non-expert users.…

人工智能 · 计算机科学 2026-02-19 Juan Cañada , Raúl Alonso , Julio Molleda , Fidel Díez

Precise automated understanding of agricultural tasks such as disease identification is essential for sustainable crop production. Recent advances in vision-language models (VLMs) are expected to further expand the range of agricultural…

计算机视觉与模式识别 · 计算机科学 2025-07-29 Risa Shinoda , Nakamasa Inoue , Hirokatsu Kataoka , Masaki Onishi , Yoshitaka Ushiku

Providing sufficient support for students requires substantial resources, especially considering the growing enrollment numbers. Students need help in a variety of tasks, ranging from information-seeking to requiring support with course…

计算机与社会 · 计算机科学 2024-10-18 Leonardo Pasquarelli , Charles Koutcheme , Arto Hellas

Retrieval Augmented Generation (RAG) is emerging as a powerful technique to enhance the capabilities of Generative AI models by reducing hallucination. Thus, the increasing prominence of RAG alongside Large Language Models (LLMs) has…

计算与语言 · 计算机科学 2025-11-06 Ranul Dayarathne , Uvini Ranaweera , Upeksha Ganegoda

This article introduces Bio-Eng-LMM AI chatbot, a versatile platform designed to enhance user interaction for educational and research purposes. Leveraging cutting-edge open-source Large Language Models (LLMs), Bio-Eng-LMM operates as a…

系统与控制 · 电气工程与系统科学 2025-04-22 Ali Forootani , Danial Esmaeili Aliabadi , Daniela Thraen

In the era of sustainable smart agriculture, a massive amount of agricultural news text is being posted on the Internet, in which massive agricultural knowledge has been accumulated. In this context, it is urgent to explore effective text…

计算与语言 · 计算机科学 2023-05-25 Biao Zhao , Weiqiang Jin , Javier Del Ser , Guang Yang

The integration of large language models (LLMs) into education offers significant potential to enhance accessibility and engagement, yet their high computational demands limit usability in low-resource settings, exacerbating educational…

计算机与社会 · 计算机科学 2025-10-09 Juan Segundo Hevia , Facundo Arredondo , Vishesh Kumar

The integration of AI in education offers significant potential to enhance learning efficiency. Large Language Models (LLMs), such as ChatGPT, Gemini, and Llama, allow students to query a wide range of topics, providing unprecedented…

信息检索 · 计算机科学 2025-04-29 Zhaoxing Li , Vahid Yazdanpanah , Jindi Wang , Wen Gu , Lei Shi , Alexandra I. Cristea , Sarah Kiden , Sebastian Stein
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