Dealing with Acronyms, Abbreviations, and Typos in Real-World Entity Matching

Summary: Smash: a similarity measure with a dynamic-programming algorithm that jointly handles acronyms, abbreviations, and typos for entity/record matching without needing pre-specified synonym rules. Two optimizations and OpenRefine integration yield large F‑score gains over strong baselines (including GPT‑4). (summarized by gpt-5-mini on Feb 09 2026)

Paper ID: 13611
Venue: VLDB
Year: 2024
Pagerank: 4.1905499e-05
Overall Rank: 11,090 | 22.93%
DOI: 10.14778/3685800.3685830

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Rank	Citing Paper	Year	Venue	Pagerank

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Showing 16 of 16 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
219	Deep Entity Matching with Pre-Trained Language Models	2021	VLDB	0.00033354456
264	Efficient Exact Set-Similarity Joins	2006	VLDB	0.00029950264
1,232	Ed-Join: An Efficient Algorithm for Similarity Joins With Edit Distance Constraints	2008	VLDB	0.00013133604
1,396	Can We Beat the Prefix Filtering? An Adaptive Framework for Similarity Join and Search	2012	SIGMOD	0.00012215253
2,588	Pass-Join: A Partition-based Method for Similarity Joins	2012	VLDB	8.4872437e-05
2,729	String Similarity Joins: An Experimental Evaluation	2014	VLDB	8.2175463e-05
3,209	An Empirical Evaluation of Set Similarity Join Techniques	2016	VLDB	7.3793885e-05
3,233	Learning Semantic String Transformations from Examples	2012	VLDB	7.331883e-05
4,215	Trie-Join: Efficient Trie-based String Similarity Joins with Edit-Distance Constraints	2010	VLDB	6.3464157e-05
4,397	Smurf: Self-Service String Matching Using Random Forests	2019	VLDB	6.2142485e-05
4,682	Approximate String Joins with Abbreviations	2018	VLDB	5.9949001e-05
4,849	SEMA-JOIN: Joining Semantically-Related Tables Using Big Table Corpora	2015	VLDB	5.872093e-05
5,152	String Similarity Measures and Joins with Synonyms	2013	SIGMOD	5.6550754e-05
5,180	SilkMoth: An Efficient Method for Finding Related Sets with Maximum Matching Constraints	2017	VLDB	5.6377866e-05
5,959	Fine-grained Concept Linking using Neural Networks in Healthcare	2018	SIGMOD	5.2514585e-05
9,563	Towards a Unified Framework for String Similarity Joins	2019	VLDB	4.3212967e-05

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4,033	Flexible String Matching Against Large Databases in Practice	2004	VLDB	6.5125692e-05
219	Deep Entity Matching with Pre-Trained Language Models	2021	VLDB	0.00033354456
318	Evaluation of entity resolution approaches on real-world match problems	2010	VLDB	0.00027850417
7,668	Incorporating String Transformations in Record Matching	2008	SIGMOD	4.6788985e-05
4,956	Mining Document Collections to Facilitate Accurate Approximate Entity Matching	2009	VLDB	5.8044716e-05
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3,583	Efficient Approximate Entity Extraction with Edit Distance Constraints	2009	SIGMOD	6.944299e-05
3,457	Learning String Transformations From Examples	2009	VLDB	7.0753508e-05
1,338	Entity Matching: How Similar Is Similar	2011	VLDB	0.00012501156
4,682	Approximate String Joins with Abbreviations	2018	VLDB	5.9949001e-05