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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
- 14181
- Venue
- VLDB
- Year
- 2025
- Pagerank
- 4.1905499e-05
- Overall Rank
- 10,839 | 24.67%
- 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 |
Year |
Venue |
Pagerank |
| 516 |
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2023 |
VLDB |
0.00021194444 |
| 2,289 |
TranAD: Deep Transformer Networks for Anomaly Detection in Multivariate Time Series Data |
2022 |
VLDB |
9.0922439e-05 |
| 3,982 |
How Large Language Models Will Disrupt Data Management |
2023 |
VLDB |
6.5595332e-05 |
| 4,916 |
From BERT to GPT-3 Codex: Harnessing the Potential of Very Large Language Models for Data Management |
2022 |
VLDB |
5.827729e-05 |
| 5,098 |
ArcheType: A Novel Framework for Open-Source Column Type Annotation using Large Language Models |
2024 |
VLDB |
5.6943033e-05 |
| 5,457 |
Transformers for Tabular Data Representation: A Tutorial on Models and Applications |
2022 |
VLDB |
5.4960654e-05 |
| 6,696 |
Analyzing How BERT Performs Entity Matching |
2022 |
VLDB |
4.9542861e-05 |
| 6,903 |
Kamel: A Scalable BERT-based System for Trajectory Imputation |
2024 |
VLDB |
4.8878659e-05 |
| 7,268 |
Comparing Synopsis Techniques for Approximate Spatial Data Analysis |
2019 |
VLDB |
4.7769096e-05 |
| 8,970 |
DataLoom: Simplifying Data Loading with LLMs |
2024 |
VLDB |
4.4154448e-05 |
| 9,003 |
TSGAssist: An Interactive Assistant Harnessing LLMs and RAG for Time Series Generation Recommendations and Benchmarking |
2024 |
VLDB |
4.4074927e-05 |
| 9,487 |
Spatial Query Optimization With Learning |
2024 |
VLDB |
4.3300131e-05 |
| 9,493 |
Lingua Manga : A Generic Large Language Model Centric System for Data Curation |
2023 |
VLDB |
4.3300131e-05 |
| 9,495 |
Spatial Data Quality in the IoT Era: Management and Exploitation |
2022 |
SIGMOD |
4.3300131e-05 |
| 9,496 |
Fast Network K-function-based Spatial Analysis |
2022 |
VLDB |
4.3300131e-05 |
| 9,500 |
KDV-Explorer: A Near Real-Time Kernel Density Visualization System for Spatial Analysis |
2021 |
VLDB |
4.3300131e-05 |
| 11,683 |
Flash in Action: Scalable Spatial Data Analysis Using Markov Logic Networks |
2019 |
VLDB |
4.1905499e-05 |
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