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PromptEM: Prompt-tuning for Low-resource Generalized Entity Matching

Summary: PromptEM: first low-resource generalized entity matching method using GEM-specific prompt-tuning, improved pseudo-labeling, and efficient self-training to align heterogeneous record formats. Outperforms prior methods on eight real benchmarks in effectiveness and efficiency. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
13198
Venue
VLDB
Year
2023
Pagerank
4.427232e-05
Overall Rank
8,911 | 38.01%
DOI
10.14778/3565816.3565836

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 3 of 3 citing papers.

Rank Citing Paper Year Venue Pagerank
10,040 3dSAGER: Geospatial Entity Resolution over 3D Objects 2026 SIGMOD 4.1945683e-05
11,006 FusionQuery: On-demand Fusion Queries over Multi-source Heterogeneous Data 2024 VLDB 4.1945683e-05
11,054 Enriching Relations with Additional Attributes for ER 2024 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

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
221 Deep Entity Matching with Pre-Trained Language Models 2021 VLDB 0.00033121824
263 CrowdER: Crowdsourcing Entity Resolution 2012 VLDB 0.00029862413
267 Human-powered Sorts and Joins 2012 VLDB 0.00029690405
300 Deep Learning for Entity Matching: A Design Space Exploration 2018 SIGMOD 0.00028441466
303 Generic Schema Matching with Cupid 2001 VLDB 0.00028301477
643 Corleone: Hands-Off Crowdsourcing for Entity Matching 2014 SIGMOD 0.00018754451
754 Distributed Representations of Tuples for Entity Resolution 2018 VLDB 0.00017117211
1,345 Entity Matching: How Similar Is Similar 2011 VLDB 0.00012468408
1,831 Synthesizing Entity Matching Rules by Examples 2018 VLDB 0.00010384082
3,582 NADEEF/ER: Generic and Interactive Entity Resolution 2014 SIGMOD 6.9479263e-05
3,640 Deep Learning for Blocking in Entity Matching: A Design Space Exploration 2021 VLDB 6.8891671e-05
4,355 LargeEA: Aligning Entities for Large-scale Knowledge Graphs 2022 VLDB 6.259483e-05
4,464 Magellan: Toward Building Entity Matching Management Systems over Data Science Stacks 2016 VLDB 6.1606042e-05
5,978 Rotom: A Meta-Learned Data Augmentation Framework for Entity Matching, Data Cleaning, Text Classification, and Beyond 2021 SIGMOD 5.2453012e-05
6,569 Domain Adaptation for Deep Entity Resolution 2022 SIGMOD 5.0065379e-05
8,153 Deep Transfer Learning for Multi-source Entity Linkage via Domain Adaptation 2022 VLDB 4.574554e-05
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Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
1,914 Creating Embeddings of Heterogeneous Relational Datasets for Data Integration Tasks 2020 SIGMOD 0.00010109102
2,945 Few-shot Text-to-SQL Translation using Structure and Content Prompt Learning 2023 SIGMOD 7.8377395e-05
11,047 Blocker and Matcher Can Mutually Benefit: A Co-Learning Framework for Low-Resource Entity Resolution 2024 VLDB 4.1945683e-05
3,840 Revisiting Prompt Engineering via Declarative Crowdsourcing 2024 CIDR 6.7106924e-05
300 Deep Learning for Entity Matching: A Design Space Exploration 2018 SIGMOD 0.00028441466
3,915 A Benchmarking Study of Embedding-based Entity Alignment for Knowledge Graphs 2020 VLDB 6.6332294e-05
9,460 The Battleship Approach to the Low Resource Entity Matching Problem 2023 SIGMOD 4.3366491e-05
11,015 ZeroEA: A Zero-Training Entity Alignment Framework via Pre-Trained Language Model 2024 VLDB 4.1945683e-05
2,767 A Comprehensive Benchmark Framework for Active Learning Methods in Entity Matching 2020 SIGMOD 8.1513883e-05
9,409 Ground Truth Inference for Weakly Supervised Entity Matching 2023 SIGMOD 4.3441378e-05