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Creating Embeddings of Heterogeneous Relational Datasets for Data Integration Tasks

Summary: Proposes EmbDI, local relational embeddings learned from a compact graph-based representation for data integration. Derives sentences from the graph to express similarity across tokens, attributes, and rows, aiding schema matching and entity resolution. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5958
Venue
SIGMOD
Year
2020
Pagerank
0.00010111859
Overall Rank
1,914 | 86.70%
DOI
10.1145/3318464.3389742

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 32 of 32 citing papers.

Rank Citing Paper Year Venue Pagerank
2,348 RPT: Relational Pre-trained Transformer Is Almost All You Need towards Democratizing Data Preparation 2021 VLDB 8.9903659e-05
2,364 Deep Learning Models for Selectivity Estimation of Multi-Attribute Queries 2020 SIGMOD 8.955077e-05
2,513 Annotating Columns with Pre-trained Language Models 2022 SIGMOD 8.6155767e-05
2,842 Semantics-aware Dataset Discovery from Data Lakes with Contextualized Column-based Representation Learning 2023 VLDB 8.0366354e-05
3,001 SANTOS: Relationship-based Semantic Table Union Search 2023 SIGMOD 7.739698e-05
3,469 Deep Learning for Blocking in Entity Matching: A Design Space Exploration 2021 VLDB 7.0629476e-05
4,352 Astrid: Accurate Selectivity Estimation for String Predicates using Deep Learning 2021 VLDB 6.2542257e-05
4,464 LOGER: A Learned Optimizer towards Generating Efficient and Robust Query Execution Plans 2023 VLDB 6.1552798e-05
4,860 Integrating Data Lake Tables 2023 VLDB 5.867964e-05
4,970 Leva: Boosting Machine Learning Performance with Relational Embedding Data Augmentation 2022 SIGMOD 5.7900867e-05
5,439 DiffPrep: Differentiable Data Preprocessing Pipeline Search for Learning over Tabular Data 2023 SIGMOD 5.5034427e-05
5,457 Transformers for Tabular Data Representation: A Tutorial on Models and Applications 2022 VLDB 5.4960654e-05
5,563 Big Graphs: Challenges and Opportunities 2022 VLDB 5.4328211e-05
6,071 Observatory: Characterizing Embeddings of Relational Tables 2024 VLDB 5.2231739e-05
6,897 TableDC: Deep Clustering for Tabular Data 2025 SIGMOD 4.8878659e-05
7,045 Magneto: Combining Small and Large Language Models for Schema Matching 2025 VLDB 4.8474104e-05
8,094 FlexER: Flexible Entity Resolution for Multiple Intents 2023 SIGMOD 4.5840579e-05
9,240 ThriftLLM: On Cost-Effective Selection of Large Language Models for Classification Queries 2025 VLDB 4.3648789e-05
9,266 SubTab: Data Exploration with Informative Sub-Tables 2022 SIGMOD 4.3647764e-05
9,399 BigVectorBench: Heterogeneous Data Embedding and Compound Queries are Essential in Evaluating Vector Databases 2025 VLDB 4.3399748e-05
9,683 Hierarchical Entity Resolution using an Oracle 2022 SIGMOD 4.3006524e-05
9,776 Data Augmentation for ML-driven Data Preparation and Integration 2021 VLDB 4.2815042e-05
10,268 OpenSQL: Data-Efficient Text-to-SQL for Open-Source LLMs via Synthesized Intermediate Supervision 2026 VLDB 4.1905499e-05
10,269 Database Views as Explanations for Relational Deep Learning 2026 VLDB 4.1905499e-05
10,519 Table Overlap Estimation through Graph Embeddings 2025 SIGMOD 4.1905499e-05
10,760 OmniMatch: Joinability Discovery in Data Products 2025 VLDB 4.1905499e-05
10,954 Determining the Largest Overlap between Tables 2024 SIGMOD 4.1905499e-05
11,050 Blocker and Matcher Can Mutually Benefit: A Co-Learning Framework for Low-Resource Entity Resolution 2024 VLDB 4.1905499e-05
11,218 Demystifying the QoS and QoE of Edge-hosted Video Streaming Applications in the Wild with SNESet 2023 SIGMOD 4.1905499e-05
11,232 VersaMatch: Ontology Matching with Weak Supervision 2023 VLDB 4.1905499e-05
11,268 MINT: Detecting Fraudulent Behaviors from Time-series Relational Data 2023 VLDB 4.1905499e-05
11,345 SPINE: Scaling up Programming-by-Negative-Example for String Filtering and Transformation 2022 SIGMOD 4.1905499e-05
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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
293 Deep Learning for Entity Matching: A Design Space Exploration 2018 SIGMOD 0.00028661817
641 Corleone: Hands-Off Crowdsourcing for Entity Matching 2014 SIGMOD 0.00018759417
740 Distributed Representations of Tuples for Entity Resolution 2018 VLDB 0.00017358024
996 FREDDY: Fast Word Embeddings in Database Systems 2018 SIGMOD 0.00014729808
1,020 ILOG: Declarative Creation and Manipulation of Object Identifiers 1990 VLDB 0.00014614067
1,248 Exploiting Latent Information in Relational Databases via Word Embedding and Application to Degrees of Disclosure 2019 CIDR 0.00013044589
1,403 Detecting Data Errors: Where are we and what needs to be done? 2016 VLDB 0.00012180046
2,176 Falcon: Scaling Up Hands-Off Crowdsourced Entity Matching to Build Cloud Services 2017 SIGMOD 9.3729351e-05
2,214 Data Integration: After the Teenage Years 2017 PODS 9.2796408e-05
2,642 Messing Up with BART: Error Generation for Evaluating Data-Cleaning Algorithms 2016 VLDB 8.3925184e-05
3,738 Auto-Join: Joining Tables by Leveraging Transformations 2017 VLDB 6.8006812e-05
3,835 ++Spicy: an Open-Source Tool for Second-Generation Schema Mapping and Data Exchange 2011 VLDB 6.7129526e-05
4,397 Smurf: Self-Service String Matching Using Random Forests 2019 VLDB 6.2142485e-05
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740 Distributed Representations of Tuples for Entity Resolution 2018 VLDB 0.00017358024
3,638 Semantic Integration in Heterogeneous Databases Using Neural Networks 1994 VLDB 6.8893259e-05
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