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Large Language Models for Spatial Analysis Queries
Summary: Survey of LLMs for spatial analysis queries with a taxonomy from use-as-is and fine-tuning to full retraining and LLM-internal modifications to capture spatial primitives and reasoning. Proposes benchmarks, evaluation protocols, and pinpoints research gaps in spatial semantics, geometric operators, and efficiency/accuracy trade-offs for LLM-driven spatial DBMS.
(summarized by gpt-5-mini on Feb 09 2026)
- Paper ID
- 14180
- Venue
- VLDB
- Year
- 2025
- Pagerank
- 4.1945683e-05
- Overall Rank
- 10,835 | 24.63%
- DOI
-
10.14778/3750601.3750693
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Incoming Citations (Sorted by Pagerank)
Showing 0 of 0 citing papers.
| Rank |
Citing Paper |
Year |
Venue |
Pagerank |
Outgoing Citations (Sorted by Pagerank)
Showing 17 of 17 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank |
Cited Paper |
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Venue |
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| 517 |
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2023 |
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0.00021169035 |
| 2,290 |
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2022 |
VLDB |
9.0934125e-05 |
| 3,995 |
How Large Language Models Will Disrupt Data Management |
2023 |
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6.5513237e-05 |
| 4,934 |
From BERT to GPT-3 Codex: Harnessing the Potential of Very Large Language Models for Data Management |
2022 |
VLDB |
5.8198826e-05 |
| 5,099 |
ArcheType: A Novel Framework for Open-Source Column Type Annotation using Large Language Models |
2024 |
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5.6997784e-05 |
| 5,449 |
Transformers for Tabular Data Representation: A Tutorial on Models and Applications |
2022 |
VLDB |
5.5008652e-05 |
| 6,711 |
Analyzing How BERT Performs Entity Matching |
2022 |
VLDB |
4.9517546e-05 |
| 6,900 |
Kamel: A Scalable BERT-based System for Trajectory Imputation |
2024 |
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4.8925595e-05 |
| 7,271 |
Comparing Synopsis Techniques for Approximate Spatial Data Analysis |
2019 |
VLDB |
4.7813404e-05 |
| 8,974 |
DataLoom: Simplifying Data Loading with LLMs |
2024 |
VLDB |
4.4184286e-05 |
| 8,998 |
TSGAssist: An Interactive Assistant Harnessing LLMs and RAG for Time Series Generation Recommendations and Benchmarking |
2024 |
VLDB |
4.4117211e-05 |
| 9,485 |
Spatial Query Optimization With Learning |
2024 |
VLDB |
4.3341665e-05 |
| 9,492 |
Lingua Manga : A Generic Large Language Model Centric System for Data Curation |
2023 |
VLDB |
4.3341665e-05 |
| 9,494 |
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2022 |
SIGMOD |
4.3341665e-05 |
| 9,495 |
Fast Network K-function-based Spatial Analysis |
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VLDB |
4.3341665e-05 |
| 9,499 |
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2021 |
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4.3341665e-05 |
| 11,678 |
Flash in Action: Scalable Spatial Data Analysis Using Markov Logic Networks |
2019 |
VLDB |
4.1945683e-05 |
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