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Large Language Models for Spatial Analysis Queries

delete2025-08-01
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PRE
AI
Y
Youssef Hussein *
M
Mohamed Hemdan
M
Mohamed F. Mokbel
DOI：10.14778/3750601.3750693delete
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Abstract

Abstract

En 中文
This tutorial provides a comprehensive overview of the research landscape of employing Large Language Models (LLMs) to spatial analysis queries. The tutorial categorizes the research in this area based on how LLMs are employed to serve such queries. This goes from employing LLMs as is, to fine-tuning LLMs, to completely retrain LLM architectures, to modifying the LLM internals to fit spatial queries. The tutorial concludes by a set of benchmarks and pointing out to research gaps and future research directions.

Journal

P
Proceedings of the VLDB Endowment
IF:
3.3
Papers:
556
Citations:
1.2W

Organization

No organization information available