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The Battleship Approach to the Low Resource Entity Matching Problem

Summary: Battleship-inspired active learning for low-resource entity matching; uses space-aware, distributed tuple-pair representations to gauge informativeness. Outperforms top active-learning baselines with fewer labels, approaching fully trained models. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
6728
Venue
SIGMOD
Year
2023
Pagerank
4.3324933e-05
Overall Rank
9,462 | 34.24%
DOI
10.1145/3626711

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 2 of 2 citing papers.

Rank Citing Paper Year Venue Pagerank
9,854 Progressive Entity Matching: A Design Space Exploration 2025 SIGMOD 4.2652623e-05
10,040 3dSAGER: Geospatial Entity Resolution over 3D Objects 2026 SIGMOD 4.1905499e-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
34 Similarity Search in High Dimensions via Hashing 1999 VLDB 0.00076824554
219 Deep Entity Matching with Pre-Trained Language Models 2021 VLDB 0.00033354456
293 Deep Learning for Entity Matching: A Design Space Exploration 2018 SIGMOD 0.00028661817
705 Magellan: Toward Building Entity Matching Management Systems 2016 VLDB 0.00017779048
740 Distributed Representations of Tuples for Entity Resolution 2018 VLDB 0.00017358024
1,821 Synthesizing Entity Matching Rules by Examples 2018 VLDB 0.00010406856
2,449 Comparative Analysis of Approximate Blocking Techniques for Entity Resolution 2016 VLDB 8.7909961e-05
2,758 A Comprehensive Benchmark Framework for Active Learning Methods in Entity Matching 2020 SIGMOD 8.1668285e-05
2,968 Raha: A Configuration-Free Error Detection System 2019 SIGMOD 7.7964476e-05
3,020 Scaling Up Crowd-Sourcing to Very Large Datasets: A Case for Active Learning 2015 VLDB 7.6987905e-05
3,057 ZeroER: Entity Resolution using Zero Labeled Examples 2020 SIGMOD 7.6458287e-05
3,749 Learning Expressive Linkage Rules using Genetic Programming 2012 VLDB 6.7868937e-05
5,034 Deep Indexed Active Learning for Matching Heterogeneous Entity Representations 2022 VLDB 5.741974e-05
5,214 Dual-Objective Fine-Tuning of BERT for Entity Matching 2021 VLDB 5.6236713e-05
5,974 Rotom: A Meta-Learned Data Augmentation Framework for Entity Matching, Data Cleaning, Text Classification, and Beyond 2021 SIGMOD 5.2458154e-05
6,624 ALG: Fast and Accurate Active Learning Framework for Graph Convolutional Networks 2021 SIGMOD 4.9841936e-05
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Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
9,415 Ground Truth Inference for Weakly Supervised Entity Matching 2023 SIGMOD 4.3399748e-05
740 Distributed Representations of Tuples for Entity Resolution 2018 VLDB 0.00017358024
8,910 Deep Active Alignment of Knowledge Graph Entities and Schemata 2023 SIGMOD 4.4229886e-05
1,914 Creating Embeddings of Heterogeneous Relational Datasets for Data Integration Tasks 2020 SIGMOD 0.00010111859
5,034 Deep Indexed Active Learning for Matching Heterogeneous Entity Representations 2022 VLDB 5.741974e-05
11,050 Blocker and Matcher Can Mutually Benefit: A Co-Learning Framework for Low-Resource Entity Resolution 2024 VLDB 4.1905499e-05
318 Evaluation of entity resolution approaches on real-world match problems 2010 VLDB 0.00027850417
2,758 A Comprehensive Benchmark Framework for Active Learning Methods in Entity Matching 2020 SIGMOD 8.1668285e-05
3,469 Deep Learning for Blocking in Entity Matching: A Design Space Exploration 2021 VLDB 7.0629476e-05
293 Deep Learning for Entity Matching: A Design Space Exploration 2018 SIGMOD 0.00028661817