GeoKGM: A Multimodal Large Language Model for Zero-Shot Knowledge Graph Completion in Geospatial Databases

Summary: GeoKGM: multimodal LLM framework for zero-shot geospatial KG completion—self-supervised geospatial encoder plus spatial-feature injection into LLMs and multi-task fine-tuning to enable direct inference on unlabeled geospatial DBs. Uses adversarial implicit alignment for cross-domain robustness and outperforms prior SOTA on four real-world datasets. (summarized by gpt-5-mini on Feb 11 2026)

Paper ID: 7393
Venue: SIGMOD
Year: 2026
Pagerank: 4.1905499e-05
Overall Rank: 10,083 | 29.93%
DOI: 10.1145/3769796

Incoming Non-self Citations Over Time

No non-self incoming citations found for this paper in this database.

Authors

Incoming Citations (Sorted by Pagerank)

Showing 0 of 0 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank

Outgoing Citations (Sorted by Pagerank)

Showing 13 of 13 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank	Cited Paper	Year	Venue	Pagerank
1,969	Realistic Re-evaluation of Knowledge Graph Completion Methods: An Experimental Study	2020	SIGMOD	9.9079644e-05
4,908	Combining Small Language Models and Large Language Models for Zero-Shot NL2SQL	2024	VLDB	5.835596e-05
6,715	Cardinality Estimation over Knowledge Graphs with Embeddings and Graph Neural Networks	2024	SIGMOD	4.9464666e-05
7,257	Incremental Tabular Learning on Heterogeneous Feature Space	2023	SIGMOD	4.7819761e-05
8,016	Nuhuo: An Effective Estimation Model for Traffic Speed Histogram Imputation on A Road Network	2024	VLDB	4.6014683e-05
8,158	Deep Transfer Learning for Multi-source Entity Linkage via Domain Adaptation	2022	VLDB	4.5701678e-05
8,908	Mining Geospatial Relationships from Text	2023	SIGMOD	4.4229886e-05
8,909	Shortest Paths Discovery in Uncertain Networks via Transfer Learning	2023	SIGMOD	4.4229886e-05
8,910	Deep Active Alignment of Knowledge Graph Entities and Schemata	2023	SIGMOD	4.4229886e-05
8,919	Data Lakes Empowered by Knowledge Graph Technologies	2021	SIGMOD	4.4229886e-05
10,401	RLER-TTE: An Efficient and Effective Framework for En Route Travel Time Estimation with Reinforcement Learning	2025	SIGMOD	4.1905499e-05
10,511	RLOMM: An Efficient and Robust Online Map Matching Framework with Reinforcement Learning	2025	SIGMOD	4.1905499e-05
11,255	Automatic Road Extraction with Multi-Source Data Revisited: Completeness, Smoothness and Discrimination	2023	VLDB	4.1905499e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
10,091	LLM-Powered Interactive Graph Search: A Scalable and Practical Approach	2026	SIGMOD	4.1905499e-05
8,910	Deep Active Alignment of Knowledge Graph Entities and Schemata	2023	SIGMOD	4.4229886e-05
9,454	An Interactive Multi-modal Query Answering System with Retrieval-Augmented Large Language Models	2024	VLDB	4.3358002e-05
9,874	A Universal Question-Answering Platform for Knowledge Graphs	2023	SIGMOD	4.2626861e-05
10,386	Dialogue Benchmark Generation from Knowledge Graphs with Cost-Effective Retrieval-Augmented LLMs	2025	SIGMOD	4.1905499e-05
10,823	SDG-KG: A Framework to Compute SDG Indicators with Open Data	2025	VLDB	4.1905499e-05
11,018	ZeroEA: A Zero-Training Entity Alignment Framework via Pre-Trained Language Model	2024	VLDB	4.1905499e-05
10,839	Large Language Models for Spatial Analysis Queries	2025	VLDB	4.1905499e-05
10,557	GeoBloom: Revisiting Lightweight Models for Geographic Information Retrieval	2025	VLDB	4.1905499e-05
8,908	Mining Geospatial Relationships from Text	2023	SIGMOD	4.4229886e-05