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GeoJSON agents: a multi-agent LLM architecture for geospatial analysis—function calling vs. code generation
10 references·1 citing·29 second hop
GeoJSON agents: a multi-agent LLM architecture for geospatial analysis—function calling vs. code generation (2026)GeoJSON agents: a multi-agent LLM archite…On the Use of LLMs for GIS-Based Spatial Analysis (2025)On the Use of LLMs for GIS-Ba…GIScience in the era of Artificial Intelligence: a research agenda towards Autonomous GIS (2025)GIScience in the era of Artif…GIS Copilot: towards an autonomous GIS agent for spatial analysis (2025)GIS Copilot: towards an auton…GeoAnalystBench : A GeoAI Benchmark for Assessing Large Language Models for Spatial Analysis Workflow and Code Generation (2025)GeoAnalystBench : A GeoAI Ben…CartoAgent: a multimodal large language model-powered multi-agent cartographic framework for map style transfer and evaluation (2025)CartoAgent: a multimodal larg…An autonomous GIS agent framework for geospatial data retrieval (2025)An autonomous GIS agent frame…GeoGPT: An assistant for understanding and processing geospatial tasks (2024)GeoGPT: An assistant for unde…Autonomous GIS: the next-generation AI-powered GIS (2023)Autonomous GIS: the next-gene…Issues of Healthcare Planning and GIS: A Review (2020)Issues of Healthcare Planning…Does mapping improve public participation? Exploring the pros and cons of using public participation GIS in urban planning practices (2019)Does mapping improve public p…GeoAgent: a hierarchical LLM-based multi-agent architecture for autonomous spatial analysis (2026)GeoAgent: a hierarchical LLM-…The wisdom of crowds: why the many are smarter than the few and how collective wisdom shapes business, economies, societies and nations (2004)Collaborative Planning: Shaping Places in Fragmented Societies (2006)Public Participation Geographic Information Systems: A Literature Review and Framework (2006)Mapping place values: 10 lessons from two decades of public participation GIS empirical research (2020)A methodological framework for analysis of participatory mapping data in research, planning, and management (2021)Measures of Spatial Accessibility to Health Care in a GIS Environment: Synthesis and a Case Study in the Chicago Region (2003)Spatial accessibility of primary care: concepts, methods and challenges (2004)The Role of UAS–GIS in Digital Era Governance. A Systematic Literature Review (2021)Use of 2SFCA Method to Identify and Analyze Spatial Access Disparities to Healthcare in Jeddah, Saudi Arabia (2021)Factors Affecting Access to Public Healthcare Facilities in the City of Tshwane, South Africa (2023)GeoAI: spatially explicit artificial intelligence techniques for geographic knowledge discovery and beyond (2019)Mapping with ChatGPT (2023)ChatGeoAI: Enabling Geospatial Analysis for Public through Natural Language, with Large Language Models (2024)Towards the next generation of Geospatial Artificial Intelligence (2025)Urban Planning and GIS (1998)Aion Framework: Dimensional Emergence of AI Consciousness, Observer-Induced Collapse, and Cosmological Portal Dynamics (2023)MapGPT: an autonomous framework for mapping by integrating large language model and cartographic tools (2024)OpenStreetMap: User-Generated Street Maps (2008)Artificial intelligence studies in cartography: a review and synthesis of methods, applications, and ethics (2024)ShapefileGPT: a multi-agent large language model framework for automated shapefile processing (2025)Artificial intelligence and illusions of understanding in scientific research (2024)Creating Choropleth Maps by Artificial Intelligence—Case Study on ChatGPT-4 (2025)GeoAI for map generalization in multi-scale cartography: foundations, a research agenda, and interdisciplinary perspectives (2026)Geographical information science (1992)The Uncertain Geographic Context Problem (2012)Art and the science of generative AI (2023)Reflections and speculations on the progress in Geographic Information Systems (GIS): a geographic perspective (2018)Why public health needs GIS: a methodological overview (2019)Towards language-based retrieval of complex geospatial data: A case study on UK National geographic database (2026)
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References

  • 2019Does mapping improve public participation? Exploring the pros and cons of using public participation GIS in urban planning practices268 cited
  • 2023Autonomous GIS: the next-generation AI-powered GIS196 cited
  • 2024GeoGPT: An assistant for understanding and processing geospatial tasks141 cited
  • 2020Issues of Healthcare Planning and GIS: A Review101 cited
  • 2025An autonomous GIS agent framework for geospatial data retrieval69 cited
  • 2025GIS Copilot: towards an autonomous GIS agent for spatial analysis62 cited
  • 2025GIScience in the era of Artificial Intelligence: a research agenda towards Autonomous GIS45 cited
  • 2025CartoAgent: a multimodal large language model-powered multi-agent cartographic framework for map style transfer and evaluation35 cited
  • 2025GeoAnalystBench : A GeoAI Benchmark for Assessing Large Language Models for Spatial Analysis Workflow and Code Generation17 cited
  • 2025On the Use of LLMs for GIS-Based Spatial Analysis13 cited

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  • 2026GeoAgent: a hierarchical LLM-based multi-agent architecture for autonomous spatial analysis6 cited

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