Table Overlap Estimation through Graph Embeddings

Summary: Armadillo uses graph neural networks to learn table representations. Cosine similarity between embeddings estimates the overlap ratio; introduces GitTables- and Wikipedia-based datasets (1.32M pairs) and yields speedups over Sloth with strong accuracy. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 7279
Venue: SIGMOD
Year: 2025
Pagerank: 4.1945683e-05
Overall Rank: 10,510 | 26.89%
DOI: 10.1145/3725365

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Rank	Citing Paper	Year	Venue	Pagerank

Outgoing Citations (Sorted by Pagerank)

Showing 19 of 19 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
513	TURL: Table Understanding through Representation Learning	2021	VLDB	0.00021288342
818	Finding Related Tables	2012	SIGMOD	0.00016311524
939	Data Lake Management: Challenges and Opportunities	2019	VLDB	0.00015187344
1,178	Table Union Search on Open Data	2018	VLDB	0.00013468118
1,187	JOSIE: Overlap Set Similarity Search for Finding Joinable Tables in Data Lakes	2019	SIGMOD	0.00013443639
1,211	Truth Finding on the Deep Web: Is the Problem Solved?	2013	VLDB	0.00013257101
1,644	Finding Related Tables in Data Lakes for Interactive Data Science	2020	SIGMOD	0.00011041787
1,914	Creating Embeddings of Heterogeneous Relational Datasets for Data Integration Tasks	2020	SIGMOD	0.00010109102
2,517	Annotating Columns with Pre-trained Language Models	2022	SIGMOD	8.6092139e-05
2,836	Semantics-aware Dataset Discovery from Data Lakes with Contextualized Column-based Representation Learning	2023	VLDB	8.0443826e-05
3,000	SANTOS: Relationship-based Semantic Table Union Search	2023	SIGMOD	7.7462128e-05
3,335	DeepJoin: Joinable Table Discovery with Pre-trained Language Models	2023	VLDB	7.2065006e-05
3,520	GitTables: A Large-Scale Corpus of Relational Tables	2023	SIGMOD	7.0131061e-05
3,942	Ember: No-Code Context Enrichment via Similarity-Based Keyless Joins	2022	VLDB	6.6114622e-05
4,859	Integrating Data Lake Tables	2023	VLDB	5.8732433e-05
5,449	Transformers for Tabular Data Representation: A Tutorial on Models and Applications	2022	VLDB	5.5008652e-05
5,506	Exploring Change – A New Dimension of Data Analytics	2019	VLDB	5.473324e-05
6,270	MATE: Multi-Attribute Table Extraction	2022	VLDB	5.1337451e-05
10,951	Determining the Largest Overlap between Tables	2024	SIGMOD	4.1945683e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
1,178	Table Union Search on Open Data	2018	VLDB	0.00013468118
1,367	Answering Table Queries on the Web using Column Keywords	2012	VLDB	0.00012349783
1,914	Creating Embeddings of Heterogeneous Relational Datasets for Data Integration Tasks	2020	SIGMOD	0.00010109102
10,754	OmniMatch: Joinability Discovery in Data Products	2025	VLDB	4.1945683e-05
6,894	TableDC: Deep Clustering for Tabular Data	2025	SIGMOD	4.8925595e-05
3,335	DeepJoin: Joinable Table Discovery with Pre-trained Language Models	2023	VLDB	7.2065006e-05
818	Finding Related Tables	2012	SIGMOD	0.00016311524
3,915	A Benchmarking Study of Embedding-based Entity Alignment for Knowledge Graphs	2020	VLDB	6.6332294e-05
3,520	GitTables: A Large-Scale Corpus of Relational Tables	2023	SIGMOD	7.0131061e-05
10,951	Determining the Largest Overlap between Tables	2024	SIGMOD	4.1945683e-05