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Distributed Representations of Tuples for Entity Resolution

Summary: DeepER embeds each tuple as a vector via uni-/bi-directional LSTMs for entity resolution, reducing hand-tuned features. It introduces an all-attribute LSH blocking scheme and shows improved accuracy and efficiency on biomedical, multilingual, and benchmark data, with/without pre-trained embeddings. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
11633
Venue
VLDB
Year
2018
Pagerank
0.00017117211
Overall Rank
754 | 94.76%
DOI
10.14778/3236187.3236198

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 11 of 61 citing papers.

Rank Citing Paper Year Venue Pagerank
10,617 Deduplicated Sampling On-Demand 2025 VLDB 4.1945683e-05
10,624 Evaluating Methods for Efficient Entity Count Estimation 2025 VLDB 4.1945683e-05
10,723 UniClean: A Scalable Data Cleaning Solution for Mixed Errors based on Unified Cleaners and Optimized Cleaning Workflow 2025 VLDB 4.1945683e-05
10,838 New Trends in Data Forgetting for Sustainable Data Management 2025 VLDB 4.1945683e-05
11,047 Blocker and Matcher Can Mutually Benefit: A Co-Learning Framework for Low-Resource Entity Resolution 2024 VLDB 4.1945683e-05
11,054 Enriching Relations with Additional Attributes for ER 2024 VLDB 4.1945683e-05
11,183 Matching Roles from Temporal Data 2023 SIGMOD 4.1945683e-05
11,206 When Automatic Filtering Comes to the Rescue: Pre-Computing Company Competitor Pairs in Owler 2023 SIGMOD 4.1945683e-05
11,223 Splitting Tuples of Mismatched Entities 2023 SIGMOD 4.1945683e-05
11,230 VersaMatch: Ontology Matching with Weak Supervision 2023 VLDB 4.1945683e-05
11,400 CERTEM: Explaining and Debugging Black-box Entity Resolution Systems with CERTA 2022 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 10 of 10 cited papers.

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

Rank Cited Paper Year Venue Pagerank
34 Similarity Search in High Dimensions via Hashing 1999 VLDB 0.00076637636
263 CrowdER: Crowdsourcing Entity Resolution 2012 VLDB 0.00029862413
300 Deep Learning for Entity Matching: A Design Space Exploration 2018 SIGMOD 0.00028441466
319 Evaluation of entity resolution approaches on real-world match problems 2010 VLDB 0.00027781866
400 Multi-Probe LSH: Efficient Indexing for High-Dimensional Similarity Search 2007 VLDB 0.0002427237
643 Corleone: Hands-Off Crowdsourcing for Entity Matching 2014 SIGMOD 0.00018754451
712 Magellan: Toward Building Entity Matching Management Systems 2016 VLDB 0.00017732426
1,345 Entity Matching: How Similar Is Similar 2011 VLDB 0.00012468408
1,831 Synthesizing Entity Matching Rules by Examples 2018 VLDB 0.00010384082
2,175 Falcon: Scaling Up Hands-Off Crowdsourced Entity Matching to Build Cloud Services 2017 SIGMOD 9.3644117e-05
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Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
11,047 Blocker and Matcher Can Mutually Benefit: A Co-Learning Framework for Low-Resource Entity Resolution 2024 VLDB 4.1945683e-05
9,460 The Battleship Approach to the Low Resource Entity Matching Problem 2023 SIGMOD 4.3366491e-05
300 Deep Learning for Entity Matching: A Design Space Exploration 2018 SIGMOD 0.00028441466
5,798 Exploiting Context Analysis for Combining Multiple Entity Resolution Systems 2009 SIGMOD 5.3231654e-05
5,282 Deep Indexed Active Learning for Matching Heterogeneous Entity Representations 2022 VLDB 5.5864206e-05
4,837 Entity Resolution with Hierarchical Graph Attention Networks 2022 SIGMOD 5.8892326e-05
1,914 Creating Embeddings of Heterogeneous Relational Datasets for Data Integration Tasks 2020 SIGMOD 0.00010109102
6,569 Domain Adaptation for Deep Entity Resolution 2022 SIGMOD 5.0065379e-05
3,640 Deep Learning for Blocking in Entity Matching: A Design Space Exploration 2021 VLDB 6.8891671e-05
7,052 Pre-trained Embeddings for Entity Resolution: An Experimental Analysis 2023 VLDB 4.8497453e-05