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Ground Truth Inference for Weakly Supervised Entity Matching
Summary: Weak supervision for entity matching via labeling functions; simple labeling model outperforms prior methods. EM transitivity; exact solutions when possible, ML approximations otherwise; DeepMatcher trained on weak labels rivals fully supervised models.
(summarized by gpt-5-nano on Feb 09 2026)
- Paper ID
- 6536
- Venue
- SIGMOD
- Year
- 2023
- Pagerank
- 4.3399748e-05
- Overall Rank
- 9,415 | 34.57%
- DOI
-
10.1145/3588712
Incoming Non-self Citations Over Time
Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
Outgoing Citations (Sorted by Pagerank)
Showing 19 of 19 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 |
| 252 |
Snorkel: Rapid Training Data Creation with Weak Supervision |
2018 |
VLDB |
0.00030532082 |
| 293 |
Deep Learning for Entity Matching: A Design Space Exploration |
2018 |
SIGMOD |
0.00028661817 |
| 318 |
Evaluation of entity resolution approaches on real-world match problems |
2010 |
VLDB |
0.00027850417 |
| 507 |
On Active Learning of Record Matching Packages |
2010 |
SIGMOD |
0.00021474096 |
| 668 |
Incremental Knowledge Base Construction Using DeepDive |
2015 |
VLDB |
0.00018428925 |
| 705 |
Magellan: Toward Building Entity Matching Management Systems |
2016 |
VLDB |
0.00017779048 |
| 740 |
Distributed Representations of Tuples for Entity Resolution |
2018 |
VLDB |
0.00017358024 |
| 799 |
Entity Resolution: Theory, Practice & Open Challenges |
2012 |
VLDB |
0.00016479804 |
| 1,218 |
Snuba: Automating Weak Supervision to Label Training Data |
2019 |
VLDB |
0.00013221309 |
| 2,571 |
Resolving Conflicts in Heterogeneous Data by Truth Discovery and Source Reliability Estimation |
2014 |
SIGMOD |
8.5157375e-05 |
| 2,944 |
Truth Inference in Crowdsourcing: Is the Problem Solved? |
2017 |
VLDB |
7.8457167e-05 |
| 3,057 |
ZeroER: Entity Resolution using Zero Labeled Examples |
2020 |
SIGMOD |
7.6458287e-05 |
| 3,305 |
Fonduer: Knowledge Base Construction from Richly Formatted Data |
2018 |
SIGMOD |
7.2417724e-05 |
| 4,471 |
GOGGLES: Automatic Image Labeling with Affinity Coding |
2020 |
SIGMOD |
6.1496765e-05 |
| 4,596 |
Data Integration and Machine Learning: A Natural Synergy |
2018 |
SIGMOD |
6.0540725e-05 |
| 5,388 |
Auto-FuzzyJoin: Auto-Program Fuzzy Similarity Joins Without Labeled Examples |
2021 |
SIGMOD |
5.5342724e-05 |
| 5,872 |
Demonstration of Panda: A Weakly Supervised Entity Matching System |
2021 |
VLDB |
5.2908178e-05 |
| 7,611 |
Learning to be a Statistician: Learned Estimator for Number of Distinct Values |
2022 |
VLDB |
4.6920008e-05 |
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