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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
11634
Venue
VLDB
Year
2018
Pagerank
0.00017358024
Overall Rank
740 | 94.86%
DOI
10.14778/3236187.3236198

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 50 of 62 citing papers.

Rank Citing Paper Year Venue Pagerank
219 Deep Entity Matching with Pre-Trained Language Models 2021 VLDB 0.00033354456
1,914 Creating Embeddings of Heterogeneous Relational Datasets for Data Integration Tasks 2020 SIGMOD 0.00010111859
2,348 RPT: Relational Pre-trained Transformer Is Almost All You Need towards Democratizing Data Preparation 2021 VLDB 8.9903659e-05
2,364 Deep Learning Models for Selectivity Estimation of Multi-Attribute Queries 2020 SIGMOD 8.955077e-05
3,057 ZeroER: Entity Resolution using Zero Labeled Examples 2020 SIGMOD 7.6458287e-05
3,397 Automatic Data Repair: Are We Ready to Deploy? 2024 VLDB 7.1386386e-05
3,403 ELPIS: Graph-Based Similarity Search for Scalable Data Science 2023 VLDB 7.1338786e-05
3,469 Deep Learning for Blocking in Entity Matching: A Design Space Exploration 2021 VLDB 7.0629476e-05
3,765 Ember: No-Code Context Enrichment via Similarity-Based Keyless Joins 2022 VLDB 6.7760748e-05
3,834 Kamino: Constraint-Aware Differentially Private Data Synthesis 2021 VLDB 6.713066e-05
3,917 A Benchmarking Study of Embedding-based Entity Alignment for Knowledge Graphs 2020 VLDB 6.6268463e-05
4,211 Unicorn: A Unified Multi-tasking Model for Supporting Matching Tasks in Data Integration 2023 SIGMOD 6.3495931e-05
4,352 Astrid: Accurate Selectivity Estimation for String Predicates using Deep Learning 2021 VLDB 6.2542257e-05
4,622 Graph-Based Vector Search: An Experimental Evaluation of the State-of-the-Art 2025 SIGMOD 6.0356382e-05
4,837 Entity Resolution with Hierarchical Graph Attention Networks 2022 SIGMOD 5.8835638e-05
4,970 Leva: Boosting Machine Learning Performance with Relational Embedding Data Augmentation 2022 SIGMOD 5.7900867e-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
5,872 Demonstration of Panda: A Weakly Supervised Entity Matching System 2021 VLDB 5.2908178e-05
6,047 MDedup: Duplicate Detection with Matching Dependencies 2020 VLDB 5.2355891e-05
6,558 Pre-trained Embeddings for Entity Resolution: An Experimental Analysis 2023 VLDB 5.0060112e-05
6,570 Domain Adaptation for Deep Entity Resolution 2022 SIGMOD 5.0017341e-05
6,691 Parallel Discrepancy Detection and Incremental Detection 2021 VLDB 4.9573939e-05
6,696 Analyzing How BERT Performs Entity Matching 2022 VLDB 4.9542861e-05
6,897 TableDC: Deep Clustering for Tabular Data 2025 SIGMOD 4.8878659e-05
7,135 Sparkly: A Simple yet Surprisingly Strong TF/IDF Blocker for Entity Matching 2023 VLDB 4.8171662e-05
7,614 ADnEV: Cross-Domain Schema Matching using Deep Similarity Matrix Adjustment and Evaluation 2020 VLDB 4.6916018e-05
8,008 Online Topic-Aware Entity Resolution Over Incomplete Data Streams 2021 SIGMOD 4.6037276e-05
8,094 FlexER: Flexible Entity Resolution for Multiple Intents 2023 SIGMOD 4.5840579e-05
8,158 Deep Transfer Learning for Multi-source Entity Linkage via Domain Adaptation 2022 VLDB 4.5701678e-05
8,401 DADER: Hands-Off Entity Resolution with Domain Adaptation 2022 VLDB 4.5176737e-05
8,910 Deep Active Alignment of Knowledge Graph Entities and Schemata 2023 SIGMOD 4.4229886e-05
8,913 PromptEM: Prompt-tuning for Low-resource Generalized Entity Matching 2023 VLDB 4.4229886e-05
9,073 VerifAI: Verified Generative AI 2024 CIDR 4.396857e-05
9,240 ThriftLLM: On Cost-Effective Selection of Large Language Models for Classification Queries 2025 VLDB 4.3648789e-05
9,362 Discovering Top-k Rules using Subjective and Objective Criteria 2023 SIGMOD 4.3472627e-05
9,408 CAFE: Towards Compact, Adaptive, and Fast Embedding for Large-scale Recommendation Models 2024 SIGMOD 4.3399748e-05
9,414 Experimental Analysis of Large-scale Learnable Vector Storage Compression 2024 VLDB 4.3399748e-05
9,415 Ground Truth Inference for Weakly Supervised Entity Matching 2023 SIGMOD 4.3399748e-05
9,439 Rock: Cleaning Data by Embedding ML in Logic Rules 2024 SIGMOD 4.3389137e-05
9,462 The Battleship Approach to the Low Resource Entity Matching Problem 2023 SIGMOD 4.3324933e-05
9,489 Making It Tractable to Catch Duplicates and Conflicts in Graphs 2023 SIGMOD 4.3300131e-05
9,683 Hierarchical Entity Resolution using an Oracle 2022 SIGMOD 4.3006524e-05
9,829 Towards Autonomous, Hands-Free Data Exploration 2020 CIDR 4.2710095e-05
9,846 HyperBlocker: Accelerating Rule-based Blocking in Entity Resolution using GPUs 2025 VLDB 4.2680295e-05
9,895 Towards Interpretable and Learnable Risk Analysis for Entity Resolution 2020 SIGMOD 4.2559233e-05
10,022 In-context Clustering-based Entity Resolution with Large Language Models: A Design Space Exploration 2026 SIGMOD 4.1905499e-05
10,040 3dSAGER: Geospatial Entity Resolution over 3D Objects 2026 SIGMOD 4.1905499e-05
10,279 ALER: An Active Learning Hybrid System for Efficient Entity Resolution 2026 VLDB 4.1905499e-05
10,496 Rule-Based Graph Cleaning with GPUs on a Single Machine 2025 SIGMOD 4.1905499e-05
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