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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
0.00017344981
Overall Rank
508 | 96.48%
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
148 Deep Entity Matching with Pre-Trained Language Models 2021 VLDB 0.00029393909
1,400 Creating Embeddings of Heterogeneous Relational Datasets for Data Integration Tasks 2020 SIGMOD 0.00010990523
1,606 Deep Learning Models for Selectivity Estimation of Multi-Attribute Queries 2020 SIGMOD 0.00010308107
1,997 RPT: Relational Pre-trained Transformer Is Almost All You Need towards Democratizing Data Preparation 2021 VLDB 9.4175365e-05
2,433 ZeroER: Entity Resolution using Zero Labeled Examples 2020 SIGMOD 8.6525126e-05
2,766 ELPIS: Graph-Based Similarity Search for Scalable Data Science 2023 VLDB 8.2159054e-05
2,810 Deep Learning for Blocking in Entity Matching: A Design Space Exploration 2021 VLDB 8.1526007e-05
3,428 Kamino: Constraint-Aware Differentially Private Data Synthesis 2021 VLDB 7.499038e-05
3,525 Astrid: Accurate Selectivity Estimation for String Predicates using Deep Learning 2021 VLDB 7.4076098e-05
3,533 Automatic Data Repair: Are We Ready to Deploy? 2024 VLDB 7.3965413e-05
3,554 Ember: No-Code Context Enrichment via Similarity-Based Keyless Joins 2022 VLDB 7.3770107e-05
3,644 Unicorn: A Unified Multi-tasking Model for Supporting Matching Tasks in Data Integration 2023 SIGMOD 7.3007456e-05
3,779 Graph-Based Vector Search: An Experimental Evaluation of the State-of-the-Art 2025 SIGMOD 7.1851123e-05
3,992 A Benchmarking Study of Embedding-based Entity Alignment for Knowledge Graphs 2020 VLDB 7.0418753e-05
4,704 Leva: Boosting Machine Learning Performance with Relational Embedding Data Augmentation 2022 SIGMOD 6.6170966e-05
4,729 Dual-Objective Fine-Tuning of BERT for Entity Matching 2021 VLDB 6.6037619e-05
4,759 Deep Indexed Active Learning for Matching Heterogeneous Entity Representations 2022 VLDB 6.5919396e-05
4,861 Entity Resolution with Hierarchical Graph Attention Networks 2022 SIGMOD 6.5387243e-05
5,352 MDedup: Duplicate Detection with Matching Dependencies 2020 VLDB 6.3223357e-05
5,964 Demonstration of Panda: A Weakly Supervised Entity Matching System 2021 VLDB 6.0876865e-05
6,166 Pre-trained Embeddings for Entity Resolution: An Experimental Analysis 2023 VLDB 6.0298854e-05
6,194 Domain Adaptation for Deep Entity Resolution 2022 SIGMOD 6.0189483e-05
6,293 Parallel Discrepancy Detection and Incremental Detection 2021 VLDB 5.9857415e-05
6,349 Analyzing How BERT Performs Entity Matching 2022 VLDB 5.9680568e-05
6,699 Sparkly: A Simple yet Surprisingly Strong TF/IDF Blocker for Entity Matching 2023 VLDB 5.8567613e-05
7,238 ADnEV: Cross-Domain Schema Matching using Deep Similarity Matrix Adjustment and Evaluation 2020 VLDB 5.7191731e-05
7,367 TableDC: Deep Clustering for Tabular Data 2025 SIGMOD 5.6897772e-05
7,851 FlexER: Flexible Entity Resolution for Multiple Intents 2023 SIGMOD 5.6008294e-05
7,970 Online Topic-Aware Entity Resolution Over Incomplete Data Streams 2021 SIGMOD 5.5709323e-05
7,997 Deep Transfer Learning for Multi-source Entity Linkage via Domain Adaptation 2022 VLDB 5.5672076e-05
8,326 DADER: Hands-Off Entity Resolution with Domain Adaptation 2022 VLDB 5.5073387e-05
8,836 PromptEM: Prompt-tuning for Low-resource Generalized Entity Matching 2023 VLDB 5.4253173e-05
8,935 Deep Active Alignment of Knowledge Graph Entities and Schemata 2023 SIGMOD 5.4076395e-05
9,042 VerifAI: Verified Generative AI 2024 CIDR 5.3900354e-05
9,188 ThriftLLM: On Cost-Effective Selection of Large Language Models for Classification Queries 2025 VLDB 5.3711796e-05
9,289 Discovering Top-k Rules using Subjective and Objective Criteria 2023 SIGMOD 5.3527456e-05
9,403 CAFE: Towards Compact, Adaptive, and Fast Embedding for Large-scale Recommendation Models 2024 SIGMOD 5.3341661e-05
9,409 Experimental Analysis of Large-scale Learnable Vector Storage Compression 2024 VLDB 5.3341661e-05
9,410 Ground Truth Inference for Weakly Supervised Entity Matching 2023 SIGMOD 5.3341661e-05
9,437 Rock: Cleaning Data by Embedding ML in Logic Rules 2024 SIGMOD 5.3331413e-05
9,461 The Battleship Approach to the Low Resource Entity Matching Problem 2023 SIGMOD 5.3271933e-05
9,483 Making It Tractable to Catch Duplicates and Conflicts in Graphs 2023 SIGMOD 5.3246578e-05
9,667 Hierarchical Entity Resolution using an Oracle 2022 SIGMOD 5.2956801e-05
9,824 Towards Autonomous, Hands-Free Data Exploration 2020 CIDR 5.2648912e-05
9,844 HyperBlocker: Accelerating Rule-based Blocking in Entity Resolution using GPUs 2025 VLDB 5.2617062e-05
9,895 Towards Interpretable and Learnable Risk Analysis for Entity Resolution 2020 SIGMOD 5.2485913e-05
10,022 In-context Clustering-based Entity Resolution with Large Language Models: A Design Space Exploration 2026 SIGMOD 5.1725247e-05
10,040 3dSAGER: Geospatial Entity Resolution over 3D Objects 2026 SIGMOD 5.1725247e-05
10,279 ALER: An Active Learning Hybrid System for Efficient Entity Resolution 2026 VLDB 5.1725247e-05
10,496 Rule-Based Graph Cleaning with GPUs on a Single Machine 2025 SIGMOD 5.1725247e-05
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