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Document-to-Database: Extraction Meets Relational Semantics

Summary: DataMosaic bridges LLM document extraction and relational semantics via a constraint-aware orchestrator. Its closed extract–verify–repair–re-extract loop incrementally builds auditable databases, reducing violations and improving database-level accuracy. (summarized by gpt-5.6-luna on Aug 17 2026)

Paper ID
hb8bcf8ad8317f569
Venue
VLDB
Year
2026
Pagerank
4.9769913e-05
Overall Rank
10,814 | 27.32%
DOI
10.14778/3819518.3819568
PDF
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Authors

BibTeX Citation

@article{zhang_vldb26,
        title = {{Document-to-Database: Extraction Meets Relational Semantics}},
        author = {Zhang, Zhengxuan and Liang, Zhuowen and Chen, Jiazhuo and Wang, Haixun and Tang, Nan},
        journal = {PVLDB},
        series = {{VLDB} '26},
        volume = {19},
        number = {9},
        pages = {2522--2535},
        doi = {10.14778/3819518.3819568},
        url = {https://doi.org/10.14778/3819518.3819568},
        year = {2026}
}

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Outgoing Citations (Sorted by Pagerank)

Showing 23 of 23 cited papers.

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

Rank Cited Paper Year Venue Pagerank
104 HoloClean: Holistic Data Repairs with Probabilistic Inference 2017 VLDB 0.00033676943
158 Deep Learning for Entity Matching: A Design Space Exploration 2018 SIGMOD 0.00028038831
579 Incremental Knowledge Base Construction Using DeepDive 2015 VLDB 0.00016083582
658 DocETL: Agentic Query Rewriting and Evaluation for Complex Document Processing 2025 VLDB 0.00015058738
697 NADEEF: A Commodity Data Cleaning System 2013 SIGMOD 0.00014687805
717 Palimpzest: Optimizing AI-Powered Analytics with Declarative Query Processing 2025 CIDR 0.00014528323
767 The LLUNATIC Data-Cleaning Framework 2013 VLDB 0.00014108234
972 The Data Civilizer System 2017 CIDR 0.00012757732
1,044 Data Cleaning: Overview and Emerging Challenges 2016 SIGMOD 0.00012329478
1,098 KATARA: A Data Cleaning System Powered by Knowledge Bases and Crowdsourcing 2015 SIGMOD 0.00012031983
1,344 Detecting Data Errors: Where are we and what needs to be done? 2016 VLDB 0.00010951939
2,471 A Relational Approach to Incrementally Extracting and Querying Structure in Unstructured Data 2007 VLDB 8.4103934e-05
2,967 Towards Dependable Data Repairing with Fixing Rules 2014 SIGMOD 7.8016942e-05
3,063 Fonduer: Knowledge Base Construction from Richly Formatted Data 2018 SIGMOD 7.689108e-05
4,737 Scalable Ad-hoc Entity Extraction from Text Collections 2008 VLDB 6.442156e-05
5,515 KATARA: Reliable Data Cleaning with Knowledge Bases and Crowdsourcing 2015 VLDB 6.0962265e-05
5,815 Domain Adaptation for Deep Entity Resolution 2022 SIGMOD 5.9824897e-05
5,851 HAIPipe: Combining Human-generated and Machine-generated Pipelines for Data Preparation 2023 SIGMOD 5.9692535e-05
6,154 NADEEF: A Generalized Data Cleaning System 2013 VLDB 5.8665355e-05
6,874 Doctopus: Budget-aware Structural Table Extraction from Unstructured Documents 2025 VLDB 5.6572257e-05
7,273 AutoPrep: Natural Language Question-Aware Data Preparation with a Multi-Agent Framework 2025 VLDB 5.5668569e-05
7,293 Data Civilizer 2.0: A Holistic Framework for Data Preparation and Analytics 2019 VLDB 5.5616488e-05
8,182 DocDB: A Database for Unstructured Document Analysis 2025 VLDB 5.3810756e-05
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