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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
6588
Venue
SIGMOD
Year
2023
Pagerank
6.3495931e-05
Overall Rank
4,211 | 70.74%
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
2,585 Table-GPT: Table Fine-tuned GPT for Diverse Table Tasks 2024 SIGMOD 8.4909917e-05
4,908 Combining Small Language Models and Large Language Models for Zero-Shot NL2SQL 2024 VLDB 5.835596e-05
5,098 ArcheType: A Novel Framework for Open-Source Column Type Annotation using Large Language Models 2024 VLDB 5.6943033e-05
6,552 How do Categorical Duplicates Affect ML? A New Benchmark and Empirical Analyses 2024 VLDB 5.0109216e-05
6,564 Automatic Database Configuration Debugging using Retrieval-Augmented Language Models 2025 SIGMOD 5.0037892e-05
6,900 PreLog: A Pre-trained Model for Log Analytics 2024 SIGMOD 4.8878659e-05
7,045 Magneto: Combining Small and Large Language Models for Schema Matching 2025 VLDB 4.8474104e-05
9,073 VerifAI: Verified Generative AI 2024 CIDR 4.396857e-05
9,854 Progressive Entity Matching: A Design Space Exploration 2025 SIGMOD 4.2652623e-05
10,109 Retrieve-and-Verify: A Table Context Selection Framework for Accurate Column Annotations 2026 SIGMOD 4.1905499e-05
10,475 A Cost-Effective LLM-based Approach to Identify Wildlife Trafficking in Online Marketplaces 2025 SIGMOD 4.1905499e-05
10,618 Weak-to-Strong Prompts with Lightweight-to-Powerful LLMs for High-Accuracy, Low-Cost, and Explainable Data Transformation 2025 VLDB 4.1905499e-05
10,653 OpenForge: Probabilistic Metadata Integration 2025 VLDB 4.1905499e-05
10,720 CoLA: Model Collaboration for Log-based Anomaly Detection 2025 VLDB 4.1905499e-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
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
383 COMA - A system for flexible combination of schema matching approaches 2002 VLDB 0.00024802484
514 TURL: Table Understanding through Representation Learning 2021 VLDB 0.00021280726
516 Can Foundation Models Wrangle Your Data? 2023 VLDB 0.00021194444
740 Distributed Representations of Tuples for Entity Resolution 2018 VLDB 0.00017358024
1,274 The Data Civilizer System 2017 CIDR 0.00012869297
1,505 Symphony: Towards Natural Language Query Answering over Multi-modal Data Lakes 2023 CIDR 0.00011601232
2,176 Falcon: Scaling Up Hands-Off Crowdsourced Entity Matching to Build Cloud Services 2017 SIGMOD 9.3729351e-05
2,948 Few-shot Text-to-SQL Translation using Structure and Content Prompt Learning 2023 SIGMOD 7.8301799e-05
3,469 Deep Learning for Blocking in Entity Matching: A Design Space Exploration 2021 VLDB 7.0629476e-05
4,215 Trie-Join: Efficient Trie-based String Similarity Joins with Edit-Distance Constraints 2010 VLDB 6.3464157e-05
4,397 Smurf: Self-Service String Matching Using Random Forests 2019 VLDB 6.2142485e-05
6,570 Domain Adaptation for Deep Entity Resolution 2022 SIGMOD 5.0017341e-05
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Overall Rank Paper Year Venue Pagerank
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7,667 Human-in-the-loop Data Integration 2017 VLDB 4.6791871e-05
5,080 Reducing Uncertainty of Schema Matching via Crowdsourcing 2013 VLDB 5.7081186e-05
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9,023 Entity Matching in the Wild: A Consistent and Versatile Framework to Unify Data in Industrial Applications 2020 SIGMOD 4.4037187e-05
9,462 The Battleship Approach to the Low Resource Entity Matching Problem 2023 SIGMOD 4.3324933e-05
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