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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
6649
Venue
SIGMOD
Year
2023
Pagerank
7.4157897e-05
Overall Rank
3,436 | 76.43%
DOI
10.1145/3588938

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{tu_sigmod23,
        title = {{Unicorn: A Unified Multi-tasking Model for Supporting Matching Tasks in Data Integration}},
        author = {Tu, Jianhong and Fan, Ju and Tang, Nan and Wang, Peng and Li, Guoliang and Du, Xiaoyong and Jia, Xiaofeng and Gao, Song},
        series = {{SIGMOD} '23},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3588938},
        url = {https://dl.acm.org/doi/10.1145/3588938},
        year = {2023}
}

Incoming Citations (Sorted by Pagerank)

Showing 15 of 15 citing papers.

Rank Citing Paper Year Venue Pagerank
2,099 Table-GPT: Table Fine-tuned GPT for Diverse Table Tasks 2024 SIGMOD 9.1682353e-05
3,787 Combining Small Language Models and Large Language Models for Zero-Shot NL2SQL 2024 VLDB 7.1249098e-05
4,515 ArcheType: A Novel Framework for Open-Source Column Type Annotation using Large Language Models 2024 VLDB 6.6492389e-05
5,293 Magneto: Combining Small and Large Language Models for Schema Matching 2025 VLDB 6.279939e-05
5,713 PreLog: A Pre-trained Model for Log Analytics 2024 SIGMOD 6.1123632e-05
5,856 Automatic Database Configuration Debugging using Retrieval-Augmented Language Models 2025 SIGMOD 6.0644656e-05
6,928 How do Categorical Duplicates Affect ML? A New Benchmark and Empirical Analyses 2024 VLDB 5.7370426e-05
9,177 VerifAI: Verified Generative AI 2024 CIDR 5.3078984e-05
9,992 Progressive Entity Matching: A Design Space Exploration 2025 SIGMOD 5.1815618e-05
10,203 BEACON: Budget-Aware Entity Matching Across Domains 2026 SIGMOD 5.093636e-05
10,399 Retrieve-and-Verify: A Table Context Selection Framework for Accurate Column Annotations 2026 SIGMOD 5.093636e-05
10,746 A Cost-Effective LLM-based Approach to Identify Wildlife Trafficking in Online Marketplaces 2025 SIGMOD 5.093636e-05
10,867 Weak-to-Strong Prompts with Lightweight-to-Powerful LLMs for High-Accuracy, Low-Cost, and Explainable Data Transformation 2025 VLDB 5.093636e-05
10,897 OpenForge: Probabilistic Metadata Integration 2025 VLDB 5.093636e-05
10,956 CoLA: Model Collaboration for Log-based Anomaly Detection 2025 VLDB 5.093636e-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
141 Deep Entity Matching with Pre-Trained Language Models 2021 VLDB 0.0002964847
176 Deep Learning for Entity Matching: A Design Space Exploration 2018 SIGMOD 0.00027191081
390 COMA - A system for flexible combination of schema matching approaches 2002 VLDB 0.00019382486
397 TURL: Table Understanding through Representation Learning 2021 VLDB 0.00019278189
420 Can Foundation Models Wrangle Your Data? 2023 VLDB 0.00018789852
489 Distributed Representations of Tuples for Entity Resolution 2018 VLDB 0.0001761456
963 The Data Civilizer System 2017 CIDR 0.00012935145
1,550 Symphony: Towards Natural Language Query Answering over Multi-modal Data Lakes 2023 CIDR 0.00010385904
1,643 Falcon: Scaling Up Hands-Off Crowdsourced Entity Matching to Build Cloud Services 2017 SIGMOD 0.00010134956
2,475 Deep Learning for Blocking in Entity Matching: A Design Space Exploration 2021 VLDB 8.5277654e-05
2,748 Few-shot Text-to-SQL Translation using Structure and Content Prompt Learning 2023 SIGMOD 8.1707811e-05
3,731 Trie-Join: Efficient Trie-based String Similarity Joins with Edit-Distance Constraints 2010 VLDB 7.1663952e-05
4,023 Smurf: Self-Service String Matching Using Random Forests 2019 VLDB 6.949387e-05
5,730 Domain Adaptation for Deep Entity Resolution 2022 SIGMOD 6.1071585e-05
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