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LakeBench: A Benchmark for Discovering Joinable and Unionable Tables in Data Lakes

Summary: LakeBench benchmarks joinable/unionable table discovery in messy data lakes with 16M real tables, >10K labeled queries, and diverse ground truth. It is 1,600× larger and 100× larger in storage than prior datasets, enabling effectiveness, efficiency, and scalability evaluation. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
hce2e610f6977eb66
Venue
VLDB
Year
2024
Pagerank
6.6120807e-05
Overall Rank
4,409 | 70.36%
DOI
10.14778/3659437.3659448

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{deng_vldb24,
        title = {{LakeBench: A Benchmark for Discovering Joinable and Unionable Tables in Data Lakes}},
        author = {Deng, Yuhao and Chai, Chengliang and Cao, Lei and Yuan, Qin and Chen, Siyuan and Yu, Yanrui and Sun, Zhaoze and Wang, Junyi and Li, Jiajun and Cao, Ziqi and Jin, Kaisen and Zhang, Chi and Jiang, Yuqing and Zhang, Yuanfang and Wang, Yuping and Yuan, Ye and Wang, Guoren and Tang, Nan},
        journal = {PVLDB},
        series = {{VLDB} '24},
        volume = {17},
        number = {8},
        pages = {1925--1938},
        doi = {10.14778/3659437.3659448},
        url = {https://doi.org/10.14778/3659437.3659448},
        year = {2024}
}

Incoming Citations (Sorted by Pagerank)

Showing 10 of 10 citing papers.

Rank Citing Paper Year Venue Pagerank
7,762 LakeCompass: An End-to-End System for Data Maintenance, Search and Analysis in Data Lakes 2024 VLDB 5.456536e-05
10,595 Retrieve-and-Verify: A Table Context Selection Framework for Accurate Column Annotations 2026 SIGMOD 4.9793485e-05
10,673 Qualitative Join Discovery in Data Lakes using Examples 2026 SIGMOD 4.9793485e-05
10,772 Human-Centered Exploration of Table Unionability 2026 VLDB 4.9793485e-05
10,816 FedAugment: Table Augmentation Search over Decentralized Data Repositories 2026 VLDB 4.9793485e-05
10,891 Matryoshka: Uncovering Relevant Features in Data Lakes to Enhance Machine Learning Applications 2026 VLDB 4.9793485e-05
10,894 MosaicJoin: Compact Semantic Sketches for Value-Level Join Discovery 2026 VLDB 4.9793485e-05
11,016 Lory-j: Location-aware Join Discovery from Data Lakes 2026 VLDB 4.9793485e-05
11,256 Birdie: Natural Language-Driven Table Discovery Using Differentiable Search Index 2025 VLDB 4.9793485e-05
11,323 LakeVisage: Towards Scalable, Flexible and Interactive Visualization Recommendation for Data Discovery over Data Lakes 2025 VLDB 4.9793485e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 24 of 24 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
367 InfoGather: Entity Augmentation and Attribute Discovery By Holistic Matching with Web Tables 2012 SIGMOD 0.00019884846
484 Data Integration for the Relational Web 2009 VLDB 0.00017548541
509 Goods: Organizing Google's Datasets 2016 SIGMOD 0.00017071087
624 Data Lake Management: Challenges and Opportunities 2019 VLDB 0.00015479826
694 JOSIE: Overlap Set Similarity Search for Finding Joinable Tables in Data Lakes 2019 SIGMOD 0.00014727089
717 Finding Related Tables 2012 SIGMOD 0.00014532116
765 Table Union Search on Open Data 2018 VLDB 0.00014125424
777 To Join or Not to Join? Thinking Twice about Joins before Feature Selection 2016 SIGMOD 0.00014054709
972 The Data Civilizer System 2017 CIDR 0.00012763234
1,038 ARDA: Automatic Relational Data Augmentation for Machine Learning 2020 VLDB 0.00012370691
1,053 Answering Table Queries on the Web using Column Keywords 2012 VLDB 0.00012274222
1,318 LSH Ensemble: Internet-Scale Domain Search 2016 VLDB 0.00011047393
1,852 Semantics-aware Dataset Discovery from Data Lakes with Contextualized Column-based Representation Learning 2023 VLDB 9.5004635e-05
1,988 SANTOS: Relationship-based Semantic Table Union Search 2023 SIGMOD 9.2482448e-05
2,092 Sato: Contextual Semantic Type Detection in Tables 2020 VLDB 9.0626928e-05
2,382 DeepJoin: Joinable Table Discovery with Pre-trained Language Models 2023 VLDB 8.5458532e-05
3,015 Data Acquisition for Improving Machine Learning Models 2021 VLDB 7.7529194e-05
3,941 GoodCore: Data-effective and Data-efficient Machine Learning through Coreset Selection over Incomplete Data 2023 SIGMOD 6.9138042e-05
4,867 Selective Data Acquisition in the Wild for Model Charging 2022 VLDB 6.3749346e-05
5,276 MATE: Multi-Attribute Table Extraction 2022 VLDB 6.2002884e-05
7,042 Human-in-the-loop Outlier Detection 2020 SIGMOD 5.6142998e-05
7,201 Coresets over Multiple Tables for Feature-rich and Data-efficient Machine Learning 2023 VLDB 5.5871656e-05
7,648 MisDetect: Iterative Mislabel Detection using Early Loss 2024 VLDB 5.4772833e-05
8,736 Progressive Deep Web Crawling Through Keyword Queries For Data Enrichment 2019 SIGMOD 5.2904354e-05
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Semantically Similar Papers

# Overall Rank Paper Year Venue
1 1,293 Finding Related Tables in Data Lakes for Interactive Data Science 2020 SIGMOD
2 2,382 DeepJoin: Joinable Table Discovery with Pre-trained Language Models 2023 VLDB
3 10,837 EcoTable: Cost-effective Table Integration in Data Lakes for Natural Language Queries 2026 VLDB
4 11,598 Searching Data Lakes for Nested and Joined Data 2024 VLDB
5 765 Table Union Search on Open Data 2018 VLDB
6 1,852 Semantics-aware Dataset Discovery from Data Lakes with Contextualized Column-based Representation Learning 2023 VLDB
7 10,772 Human-Centered Exploration of Table Unionability 2026 VLDB
8 4,159 Integrating Data Lake Tables 2023 VLDB
9 10,673 Qualitative Join Discovery in Data Lakes using Examples 2026 SIGMOD
10 7,762 LakeCompass: An End-to-End System for Data Maintenance, Search and Analysis in Data Lakes 2024 VLDB