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Chain-of-programming (CoP): empowering large language models for geospatial code generation task

• Authors : Shuyang Hou; Haoyue Jiao; Zhangxiao Shen

Subjects: Geospatial code generation; Mathematical geography. Cartography; Large language models

• Source: International Journal of Digital Earth, Vol 18, Iss 1 (2025)

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A question-answering framework for geospatial data retrieval enhanced by a knowledge graph and large language models

• Authors : Hao Li; Peng Yue; Haoru Wu

Subjects: Knowledge graph; geospatial data; large language models

• Source: International Journal of Digital Earth, Vol 18, Iss 1 (2025)

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Evaluating large language models on geospatial tasks: a multiple geospatial task benchmarking study

• Authors : Liuchang Xu; Shuo Zhao; Qingming Lin

Subjects: ChatGPT; prompt engineering; Mathematical geography. Cartography

• Source: International Journal of Digital Earth, Vol 18, Iss 1 (2025)

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A real-time mapping method for knowledge graph-driven large language models: a focus on indoor fire evacuations

• Authors : Tianxin Wang; Ping Du; Pei Dang

Subjects: real-time mapping; knowledge graph; ant colony algorithm

• Source: International Journal of Digital Earth, Vol 18, Iss 1 (2025)

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Chat-RSC: interactive remote sensing image classification via large language models.

• Authors : Pan, Xin^1,2,3 (AUTHOR); She, Xiangfei^1,2 (AUTHOR); Li, Xiaofeng³ (AUTHOR)

• Source: International Journal of Digital Earth. Dec2025, Vol. 18 Issue 1, p1-36. 36p.

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GPT, large language models (LLMs) and generative artificial intelligence (GAI) models in geospatial science: a systematic review

• Authors : Siqin Wang; Tao Hu; Huang Xiao

Subjects: GPT; generative AI (GAI); large language models (LLMs)

• Source: International Journal of Digital Earth, Vol 17, Iss 1 (2024)

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A question-answering framework for geospatial data retrieval enhanced by a knowledge graph and large language models.

• Authors : Li, Hao; Yue, Peng; Wu, Haoru

Subjects: GEOSPATIAL data; KNOWLEDGE graphs; SPATIOTEMPORAL processes

• Source: International Journal of Digital Earth; Dec2025, Vol. 18 Issue 1, p1-24, 24p

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Chain-of-programming (CoP): empowering large language models for geospatial code generation task.

• Authors : Hou, Shuyang; Jiao, Haoyue; Shen, Zhangxiao

Subjects: LANGUAGE models; CODE generators; REQUIREMENTS engineering

• Source: International Journal of Digital Earth; Dec2025, Vol. 18 Issue 1, p1-33, 33p

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Evaluating large language models on geospatial tasks: a multiple geospatial task benchmarking study.

• Authors : Xu, Liuchang; Zhao, Shuo; Lin, Qingming

Subjects: GEOSPATIAL data; LANGUAGE models; ROUTE choice

• Source: International Journal of Digital Earth; Dec2025, Vol. 18 Issue 1, p1-32, 32p

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A method for assessing urban flood impacts by combining hydrodynamic models with entity semantic evolution

• Authors : Pei Dang; Jun Zhu; Chao Dang

Subjects: improved shallow water equations; large language models; Mathematical geography. Cartography

• Source: International Journal of Digital Earth, Vol 18, Iss 1 (2025)

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