Shuyang Hou

24 papers Journal 24
YearRankTypeTitle / Venue / Authors
2026 J jnl
Extraction of geoprocessing modeling knowledge from crowdsourced Google Earth Engine scripts by coordinating large and small language models.
Int. J. Geogr. Inf. Sci.
Anqi Zhao, Zhipeng Gui, Jianyuan Liang, Yuhang Liu, Dehua Peng, Wenzhang Wei, Shuyang Hou, Huayi Wu
2026 J jnl
GEE-OPs: an operator knowledge base for geospatial code generation on the Google Earth Engine platform powered by large language models.
Geo spatial Inf. Sci.
Shuyang Hou, Jianyuan Liang, Anqi Zhao, Huayi Wu
2026 J jnl
GeoCogent: an LLM-based agent for geospatial code generation.
Int. J. Geogr. Inf. Sci.
Shuyang Hou, Haoyue Jiao, Jianyuan Liang, Zhangxiao Shen, Anqi Zhao, Huayi Wu
2026 J jnl
GeoSQL-Eval: first evaluation of LLMs on PostGIS-based NL2GeoSQL queries.
Expert Syst. Appl.
Shuyang Hou, Haoyue Jiao, Ziqi Liu, Lutong Xie, Guanyu Chen, Shaowen Wu, Xuefeng Guan, Huayi Wu
2026 J jnl
SubTokenTest: A Practical Benchmark for Real-World Sub-token Understanding.
CoRR
Shuyang Hou, Yi Hu, Muhan Zhang
2025 J jnl
AutoGEEval++: A Multi-Level and Multi-Geospatial-Modality Automated Evaluation Framework for Large Language Models in Geospatial Code Generation on Google Earth Engine.
CoRR
Shuyang Hou, Zhangxiao Shen, Huayi Wu, Haoyue Jiao, Ziqi Liu, Lutong Xie, Chang Liu, Jianyuan Liang, Yaxian Qing, Xiaopu Zhang, Dehua Peng, Zhipeng Gui, Xuefeng Guan
2025 J jnl
AutoGEEval: A Multimodal and Automated Evaluation Framework for Geospatial Code Generation on GEE with Large Language Models.
ISPRS Int. J. Geo Inf.
Huayi Wu, Zhangxiao Shen, Shuyang Hou, Jianyuan Liang, Haoyue Jiao, Yaxian Qing, Xiaopu Zhang, Xu Li, Zhipeng Gui, Xuefeng Guan, Longgang Xiang
2025 J jnl
AutoGEEval: A Multimodal and Automated Framework for Geospatial Code Generation on GEE with Large Language Models.
CoRR
Shuyang Hou, Zhangxiao Shen, Huayi Wu, Jianyuan Liang, Haoyue Jiao, Yaxian Qing, Xiaopu Zhang, Xu Li, Zhipeng Gui, Xuefeng Guan, Longgang Xiang
2025 J jnl
Chain-of-programming (CoP): empowering large language models for geospatial code generation task.
Int. J. Digit. Earth
Shuyang Hou, Haoyue Jiao, Zhangxiao Shen, Jianyuan Liang, Anqi Zhao, Xiaopu Zhang, Jianxun Wang, Huayi Wu
2025 J jnl
Decoding cell fate: integrated experimental and computational analysis at the single-cell level.
Bioinform.
Yutong Zhou, Shuyang Hou, Xinhao Miao, Guangxin Zhang, Zining Li, Di Zhang, Yongjie Lin, Yihan Lin
2025 J jnl
Design and application of a semantic-driven geospatial modeling knowledge graph based on large language models.
Geo spatial Inf. Sci.
Jianyuan Liang, Shuyang Hou, Anqi Zhao, Qingyang Xu, Longgang Xiang, Rui Li, Huayi Wu
2025 J jnl
Geo-FuB: A method for constructing an Operator-Function knowledge base for geospatial code generation with large language models.
Knowl. Based Syst.
Shuyang Hou, Anqi Zhao, Jianyuan Liang, Zhangxiao Shen, Huayi Wu
2025 J jnl
GeoCode-GPT: A large language model for geospatial code generation.
Int. J. Appl. Earth Obs. Geoinformation
Shuyang Hou, Zhangxiao Shen, Anqi Zhao, Jianyuan Liang, Zhipeng Gui, Xuefeng Guan, Rui Li, Huayi Wu
2025 J jnl
GeoColab: an LLM-based multi-agent collaborative framework for geospatial code generation.
Int. J. Digit. Earth
Huayi Wu, Haoyue Jiao, Shuyang Hou, Jianyuan Liang, Zhangxiao Shen, Anqi Zhao, Yaxian Qing, Fengying Jin, Xuefeng Guan, Zhipeng Gui
2025 J jnl
GeoGraphRAG: A graph-based retrieval-augmented generation approach for empowering large language models in automated geospatial modeling.
Int. J. Appl. Earth Obs. Geoinformation
Jianyuan Liang, Shuyang Hou, Haoyue Jiao, Yaxian Qing, Anqi Zhao, Zhangxiao Shen, Longgang Xiang, Huayi Wu
2025 J jnl
GeoJSEval: An Automated Evaluation Framework for Large Language Models on JavaScript-Based Geospatial Computation and Visualization Code Generation.
CoRR
Guanyu Chen, Haoyue Jiao, Shuyang Hou, Ziqi Liu, Lutong Xie, Shaowen Wu, Huayi Wu, Xuefeng Guan, Zhipeng Gui
2025 J jnl
GeoJSEval: An Automated Evaluation Framework for Large Language Models on JavaScript-Based Geospatial Computation and Visualization Code Generation.
ISPRS Int. J. Geo Inf.
Guanyu Chen, Haoyue Jiao, Shuyang Hou, Ziqi Liu, Lutong Xie, Shaowen Wu, Huayi Wu, Xuefeng Guan, Zhipeng Gui
2025 J jnl
GeoSQL-Eval: First Evaluation of LLMs on PostGIS-Based NL2GeoSQL Queries.
CoRR
Shuyang Hou, Haoyue Jiao, Ziqi Liu, Lutong Xie, Guanyu Chen, Shaowen Wu, Xuefeng Guan, Huayi Wu
2024 J jnl
A GPT-enhanced framework on knowledge extraction and reuse for geographic analysis models in Google Earth Engine.
Int. J. Digit. Earth
Jianyuan Liang, Anqi Zhao, Shuyang Hou, Fengying Jin, Huayi Wu
2024 J jnl
Can Large Language Models Generate Geospatial Code?
CoRR
Shuyang Hou, Zhangxiao Shen, Jianyuan Liang, Anqi Zhao, Zhipeng Gui, Rui Li, Huayi Wu
2024 J jnl
Chain-of-Programming (CoP) : Empowering Large Language Models for Geospatial Code Generation.
CoRR
Shuyang Hou, Haoyue Jiao, Zhangxiao Shen, Jianyuan Liang, Anqi Zhao, Xiaopu Zhang, Jianxun Wang, Huayi Wu
2024 J jnl
GEE-OPs: An Operator Knowledge Base for Geospatial Code Generation on the Google Earth Engine Platform Powered by Large Language Models.
CoRR
Shuyang Hou, Jianyuan Liang, Anqi Zhao, Huayi Wu
2024 J jnl
Geo-FuB: A Method for Constructing an Operator-Function Knowledge Base for Geospatial Code Generation Tasks Using Large Language Models.
CoRR
Shuyang Hou, Anqi Zhao, Jianyuan Liang, Zhangxiao Shen, Huayi Wu
2024 J jnl
GeoCode-GPT: A Large Language Model for Geospatial Code Generation Tasks.
CoRR
Shuyang Hou, Zhangxiao Shen, Anqi Zhao, Jianyuan Liang, Zhipeng Gui, Xuefeng Guan, Rui Li, Huayi Wu