Entity Resolution On-Demand

Summary: BrewER performs entity resolution on demand, rather than cleaning entire datasets upfront, progressively evaluating SQL selection-projection queries as though data were clean. It prioritizes entities via ORDER BY, enabling efficient top-k and stop-and-resume execution on dirty, growing data. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID: ha59c49e5717a996f
Venue: VLDB
Year: 2022
Pagerank: 5.571581e-05
Overall Rank: 7,260 | 51.19%
DOI: 10.14778/3523210.3523226

Incoming Non-self Citations Over Time

Authors

1. Giovanni Simonini (University of Modena and Reggio Emilia)
2. Luca Zecchini (University of Modena and Reggio Emilia)
3. Sonia Bergamaschi (University of Modena and Reggio Emilia)
4. Felix Naumann (Hasso Plattner Institute; University of Potsdam)

BibTeX Citation

@article{simonini_vldb22,
        title = {{Entity Resolution On-Demand}},
        author = {Simonini, Giovanni and Zecchini, Luca and Bergamaschi, Sonia and Naumann, Felix},
        journal = {PVLDB},
        series = {{VLDB} '22},
        volume = {15},
        number = {7},
        pages = {1506--1518},
        doi = {10.14778/3523210.3523226},
        url = {https://doi.org/10.14778/3523210.3523226},
        year = {2022}
}

Incoming Citations (Sorted by Pagerank)

Showing 8 of 8 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
3,743	Logical and Physical Optimizations for SQL Query Execution over Large Language Models	2025	SIGMOD	7.0586112e-05
7,401	BrewER: Entity Resolution On-Demand	2023	VLDB	5.5359939e-05
9,565	Deduplicated Sampling On-Demand	2025	VLDB	5.1571823e-05
9,912	FusionQuery: On-demand Fusion Queries over Multi-source Heterogeneous Data	2024	VLDB	5.1103839e-05
10,180	Progressive Entity Matching: A Design Space Exploration	2025	SIGMOD	5.0653015e-05
10,767	IncreQueryFusion: On-demand Data Fusion Framework in Dynamic Data Lakes	2026	VLDB	4.9793485e-05
11,398	RadlER: Deduplicated Sampling On-Demand	2025	VLDB	4.9793485e-05
11,880	Generalized Supervised Meta-blocking	2022	VLDB	4.9793485e-05

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
134	Deep Entity Matching with Pre-Trained Language Models	2021	VLDB	0.00030043481
154	MAD Skills: New Analysis Practices for Big Data	2009	VLDB	0.00028579704
158	Deep Learning for Entity Matching: A Design Space Exploration	2018	SIGMOD	0.00028046388
514	Data Curation at Scale: The Data Tamer System	2013	CIDR	0.00017006745
624	Data Lake Management: Challenges and Opportunities	2019	VLDB	0.00015479826
991	Web-scale Data Integration: You can only afford to Pay As You Go	2007	CIDR	0.00012647155
1,667	Bootstrapping Pay-As-You-Go Data Integration Systems	2008	SIGMOD	9.9378851e-05
2,110	Comparative Analysis of Approximate Blocking Techniques for Entity Resolution	2016	VLDB	9.0233278e-05
2,323	ZeroER: Entity Resolution using Zero Labeled Examples	2020	SIGMOD	8.6348884e-05
2,514	Deep Learning for Blocking in Entity Matching: A Design Space Exploration	2021	VLDB	8.3648432e-05
3,665	Online Entity Resolution Using an Oracle	2016	VLDB	7.1184791e-05
5,198	QuERy: A Framework for Integrating Entity Resolution with Query Processing	2016	VLDB	6.2338998e-05
6,397	Human-in-the-loop Data Integration	2017	VLDB	5.7989499e-05

Semantically Similar Papers

#	Overall Rank	Paper	Year	Venue
1	11,280	Evaluating Methods for Efficient Entity Count Estimation	2025	VLDB
2	1,307	Entity Resolution with Iterative Blocking	2009	SIGMOD
3	10,527	In-context Clustering-based Entity Resolution with Large Language Models: A Design Space Exploration	2026	SIGMOD
4	6,014	Query-Driven Approach to Entity Resolution	2013	VLDB
5	3,665	Online Entity Resolution Using an Oracle	2016	VLDB
6	2,645	Progressive Approach to Relational Entity Resolution	2014	VLDB
7	5,049	BEER: Blocking for Effective Entity Resolution	2021	SIGMOD
8	3,785	Entity Resolution with Evolving Rules	2010	VLDB
9	5,198	QuERy: A Framework for Integrating Entity Resolution with Query Processing	2016	VLDB
10	7,401	BrewER: Entity Resolution On-Demand	2023	VLDB