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Unicorn: A Unified Multi-tasking Model for Supporting Matching Tasks in Data Integration

Summary: Unicorn: a unified multi-task data-matching model for diverse integration tasks. A single Encoder+Matcher with mixture-of-experts enables cross-task knowledge sharing and zero-shot support across 20 datasets and 7 tasks, outperforming ad-hoc baselines. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
6587
Venue
SIGMOD
Year
2023
Pagerank
6.3555142e-05
Overall Rank
4,212 | 70.70%
DOI
10.1145/3588938

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 14 of 14 citing papers.

Rank Citing Paper Year Venue Pagerank
2,587 Table-GPT: Table Fine-tuned GPT for Diverse Table Tasks 2024 SIGMOD 8.4924618e-05
4,908 Combining Small Language Models and Large Language Models for Zero-Shot NL2SQL 2024 VLDB 5.8339245e-05
5,099 ArcheType: A Novel Framework for Open-Source Column Type Annotation using Large Language Models 2024 VLDB 5.6997784e-05
6,553 How do Categorical Duplicates Affect ML? A New Benchmark and Empirical Analyses 2024 VLDB 5.0157344e-05
6,765 Automatic Database Configuration Debugging using Retrieval-Augmented Language Models 2025 SIGMOD 4.9325583e-05
6,897 PreLog: A Pre-trained Model for Log Analytics 2024 SIGMOD 4.8925595e-05
7,048 Magneto: Combining Small and Large Language Models for Schema Matching 2025 VLDB 4.8520651e-05
9,077 VerifAI: Verified Generative AI 2024 CIDR 4.4010762e-05
9,855 Progressive Entity Matching: A Design Space Exploration 2025 SIGMOD 4.269353e-05
10,109 Retrieve-and-Verify: A Table Context Selection Framework for Accurate Column Annotations 2026 SIGMOD 4.1945683e-05
10,465 A Cost-Effective LLM-based Approach to Identify Wildlife Trafficking in Online Marketplaces 2025 SIGMOD 4.1945683e-05
10,610 Weak-to-Strong Prompts with Lightweight-to-Powerful LLMs for High-Accuracy, Low-Cost, and Explainable Data Transformation 2025 VLDB 4.1945683e-05
10,645 OpenForge: Probabilistic Metadata Integration 2025 VLDB 4.1945683e-05
10,713 CoLA: Model Collaboration for Log-based Anomaly Detection 2025 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 14 of 14 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
300 Deep Learning for Entity Matching: A Design Space Exploration 2018 SIGMOD 0.00028441466
382 COMA - A system for flexible combination of schema matching approaches 2002 VLDB 0.00024823252
513 TURL: Table Understanding through Representation Learning 2021 VLDB 0.00021288342
517 Can Foundation Models Wrangle Your Data? 2023 VLDB 0.00021169035
754 Distributed Representations of Tuples for Entity Resolution 2018 VLDB 0.00017117211
1,277 The Data Civilizer System 2017 CIDR 0.00012879695
1,541 Symphony: Towards Natural Language Query Answering over Multi-modal Data Lakes 2023 CIDR 0.00011456579
2,175 Falcon: Scaling Up Hands-Off Crowdsourced Entity Matching to Build Cloud Services 2017 SIGMOD 9.3644117e-05
2,945 Few-shot Text-to-SQL Translation using Structure and Content Prompt Learning 2023 SIGMOD 7.8377395e-05
3,640 Deep Learning for Blocking in Entity Matching: A Design Space Exploration 2021 VLDB 6.8891671e-05
4,216 Trie-Join: Efficient Trie-based String Similarity Joins with Edit-Distance Constraints 2010 VLDB 6.3521675e-05
4,402 Smurf: Self-Service String Matching Using Random Forests 2019 VLDB 6.2195162e-05
6,569 Domain Adaptation for Deep Entity Resolution 2022 SIGMOD 5.0065379e-05
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Overall Rank Paper Year Venue Pagerank
8,153 Deep Transfer Learning for Multi-source Entity Linkage via Domain Adaptation 2022 VLDB 4.574554e-05
10,800 Unify: A System For Unstructured Data Analytics 2025 VLDB 4.1945683e-05
6,569 Domain Adaptation for Deep Entity Resolution 2022 SIGMOD 5.0065379e-05
7,668 Human-in-the-loop Data Integration 2017 VLDB 4.6834075e-05
5,081 Reducing Uncertainty of Schema Matching via Crowdsourcing 2013 VLDB 5.7132042e-05
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9,020 Entity Matching in the Wild: A Consistent and Versatile Framework to Unify Data in Industrial Applications 2020 SIGMOD 4.4079449e-05
9,460 The Battleship Approach to the Low Resource Entity Matching Problem 2023 SIGMOD 4.3366491e-05
1,914 Creating Embeddings of Heterogeneous Relational Datasets for Data Integration Tasks 2020 SIGMOD 0.00010109102