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Automated analysis of vast Earth observation data via interactive Vision-Language Models (VLMs) can unlock new opportunities for environmental monitoring, disaster response, and {resource management}. Existing generic VLMs do not perform…

The rapid advancement of multimodal large language models (LLMs) has opened new frontiers in artificial intelligence, enabling the integration of diverse large-scale data types such as text, images, and spatial information. In this paper,…

Artificial Intelligence · Computer Science 2025-03-21 Long Yuan , Fengran Mo , Kaiyu Huang , Wenjie Wang , Wangyuxuan Zhai , Xiaoyu Zhu , You Li , Jinan Xu , Jian-Yun Nie

The swift advancement and widespread availability of foundational Large Language Models (LLMs), complemented by robust fine-tuning methodologies, have catalyzed their adaptation for innovative and industrious applications. Enabling LLMs to…

Computation and Language · Computer Science 2023-10-04 Eren Unlu

A Barrier-Free GeoQA Portal: Enhancing Geospatial Data Accessibility with a Multi-Agent LLM Framework Geoportals are vital for accessing and analyzing geospatial data, promoting open spatial data sharing and online geo-information…

Information Retrieval · Computer Science 2025-03-19 Yu Feng , Puzhen Zhang , Guohui Xiao , Linfang Ding , Liqiu Meng

Geospatial Copilots hold immense potential for automating Earth observation (EO) and climate monitoring workflows, yet their reliance on large-scale models such as GPT-4o introduces a paradox: tools intended for sustainability studies often…

Machine Learning · Computer Science 2025-04-08 Dimitrios Stamoulis , Diana Marculescu

Large language models (LLMs) can reshape information processing by handling data analysis, visualization, and interpretation in an interactive, context-aware dialogue with users, including voice interaction, while maintaining high…

Artificial Intelligence · Computer Science 2025-11-25 Mohammad Nour Al Awad , Sergey Ivanov , Olga Tikhonova , Ivan Khodnenko

AgroLLM is an AI-powered chatbot designed to enhance knowledge-sharing and education in agriculture using Large Language Models (LLMs) and a Retrieval-Augmented Generation (RAG) framework. By using a comprehensive open-source agricultural…

Computation and Language · Computer Science 2025-03-10 Dinesh Jackson Samuel , Inna Skarga-Bandurova , David Sikolia , Muhammad Awais

Powered by the emerging large language models (LLMs), autonomous geographic information systems (GIS) agents have the potential to accomplish spatial analyses and cartographic tasks. However, a research gap exists to support fully…

Information Retrieval · Computer Science 2024-08-09 Huan Ning , Zhenlong Li , Temitope Akinboyewa , M. Naser Lessani

Is natural-language-driven earth observation data analysis now feasible with the assistance of Large Language Models (LLMs)? For open science in service of public interest, feasibility requires reliably high accuracy, interactive latencies,…

Computational Engineering, Finance, and Science · Computer Science 2025-09-15 Marquita Ellis , Iksha Gurung , Muthukumaran Ramasubramanian , Rahul Ramachandran

Despite recent advances in computer vision, Earth Observation (EO) analysis remains difficult to perform for the laymen, requiring expert knowledge and technical capabilities. Furthermore, many systems return black-box predictions that are…

Computer Vision and Pattern Recognition · Computer Science 2026-02-03 Lamia Lahouel , Laurynas Lopata , Simon Gruening , Gabriele Meoni , Gaetan Petit , Sylvain Lobry

The integration of electric vehicles (EVs) into smart grids presents unique opportunities to enhance both transportation systems and energy networks. However, ensuring safe and interpretable interactions between drivers, vehicles, and the…

Artificial Intelligence · Computer Science 2025-10-06 Jean Douglas Carvalho , Hugo Kenji , Ahmad Mohammad Saber , Glaucia Melo , Max Mauro Dias Santos , Deepa Kundur

Recent advances have enabled large language model (LLM) agents to solve complex tasks by orchestrating external tools. However, these agents often struggle in specialized, tool-intensive domains that demand long-horizon execution, tight…

Artificial Intelligence · Computer Science 2026-02-04 Pengyu Dai , Weihao Xuan , Junjue Wang , Hongruixuan Chen , Jian Song , Yafei Ou , Naoto Yokoya

Advances in large language models (LLMs) and real-time speech recognition now make it possible to issue any graphical user interface (GUI) action through natural language and receive the corresponding system response directly through the…

Human-Computer Interaction · Computer Science 2025-10-10 Hans G. W. van Dam

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…

Artificial Intelligence · Computer Science 2025-09-15 Nana Han , Dong Liu , Tomas Norton

Large Language Models (LLMs) are transforming geospatial artificial intelligence (GeoAI), offering new capabilities in data processing, spatial analysis, and decision support. This paper examines the open-source paradigm's critical role in…

Computers and Society · Computer Science 2025-07-08 Xiao Huang , Zhengzhong Tu , Xinyue Ye , Michael Goodchild

This paper presents a Large Language Model (LLM) based conversational agent system designed to enhance human-machine collaboration in Machine Learning Operations (MLOps). We introduce the Swarm Agent, an extensible architecture that…

Artificial Intelligence · Computer Science 2025-11-11 George Fatouros , Georgios Makridis , George Kousiouris , John Soldatos , Anargyros Tsadimas , Dimosthenis Kyriazis

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,…

Computation and Language · Computer Science 2024-09-23 Shuting Yang , Zehui Liu , Wolfgang Mayer

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…

Systems and Control · Electrical Eng. & Systems 2025-04-22 Ali Forootani , Danial Esmaeili Aliabadi , Daniela Thraen

Combining conversational AI with refreshable tactile displays (RTDs) offers significant potential for creating accessible data visualization for people who are blind or have low vision (BLV). To support researchers and developers building…

Human-Computer Interaction · Computer Science 2026-02-18 Samuel Reinders , Munazza Zaib , Matthew Butler , Bongshin Lee , Ingrid Zukerman , Lizhen Qu , Kim Marriott

The rapid advancement of multimodal large language models (MLLMs) offers new opportunities for complex scientific challenges, yet their application in earth science-especially at the graduate level-remains underexplored due to a lack of…

Artificial Intelligence · Computer Science 2026-05-05 Xiangyu Zhao , Wanghan Xu , Bo Liu , Yuhao Zhou , Fenghua Ling , Ben Fei , Xiaoyu Yue , Lei Bai , Wenlong Zhang , Xiao-Ming Wu
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