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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
h50c85e4d94ede4c2
Venue
SIGMOD
Year
2023
Pagerank
7.2697311e-05
Overall Rank
3,473 | 76.66%
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
1,977 Table-GPT: Table Fine-tuned GPT for Diverse Table Tasks 2024 SIGMOD 9.2760522e-05
3,489 Combining Small Language Models and Large Language Models for Zero-Shot NL2SQL 2024 VLDB 7.2594757e-05
4,113 Automatic Database Configuration Debugging using Retrieval-Augmented Language Models 2025 SIGMOD 6.7964307e-05
4,213 Magneto: Combining Small and Large Language Models for Schema Matching 2025 VLDB 6.7281505e-05
4,591 ArcheType: A Novel Framework for Open-Source Column Type Annotation using Large Language Models 2024 VLDB 6.5113872e-05
5,840 PreLog: A Pre-trained Model for Log Analytics 2024 SIGMOD 5.9723895e-05
7,070 How do Categorical Duplicates Affect ML? A New Benchmark and Empirical Analyses 2024 VLDB 5.6056639e-05
9,320 VerifAI: Verified Generative AI 2024 CIDR 5.1941278e-05
10,184 Progressive Entity Matching: A Design Space Exploration 2025 SIGMOD 5.0629036e-05
10,431 BEACON: Budget-Aware Entity Matching Across Domains 2026 SIGMOD 4.9769913e-05
10,606 Retrieve-and-Verify: A Table Context Selection Framework for Accurate Column Annotations 2026 SIGMOD 4.9769913e-05
11,183 A Cost-Effective LLM-based Approach to Identify Wildlife Trafficking in Online Marketplaces 2025 SIGMOD 4.9769913e-05
11,278 Weak-to-Strong Prompts with Lightweight-to-Powerful LLMs for High-Accuracy, Low-Cost, and Explainable Data Transformation 2025 VLDB 4.9769913e-05
11,303 OpenForge: Probabilistic Metadata Integration 2025 VLDB 4.9769913e-05
11,350 CoLA: Model Collaboration for Log-based Anomaly Detection 2025 VLDB 4.9769913e-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
134 Deep Entity Matching with Pre-Trained Language Models 2021 VLDB 0.00030042569
158 Deep Learning for Entity Matching: A Design Space Exploration 2018 SIGMOD 0.00028038831
329 Can Foundation Models Wrangle Your Data? 2023 VLDB 0.00020867521
377 TURL: Table Understanding through Representation Learning 2021 VLDB 0.00019564011
407 COMA - A system for flexible combination of schema matching approaches 2002 VLDB 0.00019017823
457 Distributed Representations of Tuples for Entity Resolution 2018 VLDB 0.00017899824
972 The Data Civilizer System 2017 CIDR 0.00012757732
1,387 Symphony: Towards Natural Language Query Answering over Multi-modal Data Lakes 2023 CIDR 0.00010829741
1,655 Falcon: Scaling Up Hands-Off Crowdsourced Entity Matching to Build Cloud Services 2017 SIGMOD 9.9694129e-05
2,467 Few-shot Text-to-SQL Translation using Structure and Content Prompt Learning 2023 SIGMOD 8.4171827e-05
2,514 Deep Learning for Blocking in Entity Matching: A Design Space Exploration 2021 VLDB 8.3610263e-05
3,817 Trie-Join: Efficient Trie-based String Similarity Joins with Edit-Distance Constraints 2010 VLDB 7.0039415e-05
4,109 Smurf: Self-Service String Matching Using Random Forests 2019 VLDB 6.7994518e-05
5,815 Domain Adaptation for Deep Entity Resolution 2022 SIGMOD 5.9824897e-05
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