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Can Foundation Models Wrangle Your Data?

Summary: Casts five data-cleaning and integration tasks as prompts, showing large foundation models achieve state-of-the-art performance without task-specific fine-tuning. Highlights privacy/domain adaptation challenges and accessibility opportunities for data management. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
h551ca782cf25abbd
Venue
VLDB
Year
2023
Pagerank
0.00020858443
Overall Rank
329 | 97.79%
DOI
10.14778/3574245.3574258

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{narayan_vldb23,
        title = {{Can Foundation Models Wrangle Your Data?}},
        author = {Narayan, Avanika and Chami, Ines and Orr, Laurel and Ré, Christopher},
        journal = {PVLDB},
        series = {{VLDB} '23},
        volume = {16},
        number = {4},
        pages = {738--746},
        doi = {10.14778/3574245.3574258},
        url = {https://doi.org/10.14778/3574245.3574258},
        year = {2023}
}

Incoming Citations (Sorted by Pagerank)

Showing 14 of 64 citing papers.

Rank Citing Paper Year Venue Pagerank
10,831 PrepBench: How Far Are We from Natural-Language-Driven Data Preparation? 2026 VLDB 4.9793485e-05
10,845 Featurized-Decomposition Join: Low-Cost Semantic Joins with Guarantees 2026 VLDB 4.9793485e-05
10,898 stratum: A System Infrastructure for Massive Agent-Centric ML Workloads 2026 VLDB 4.9793485e-05
11,004 LLM-CER: An Interactive System for In-context Clustering-based Entity Resolution with Large Language Models 2026 VLDB 4.9793485e-05
11,024 Bridging LLMs and Database Systems: A Deep Dive into Enhanced Relational Operators 2026 VLDB 4.9793485e-05
11,038 Semantic Data Systems: From Data Management to Data Understanding 2026 VLDB 4.9793485e-05
11,174 A Cost-Effective LLM-based Approach to Identify Wildlife Trafficking in Online Marketplaces 2025 SIGMOD 4.9793485e-05
11,270 Weak-to-Strong Prompts with Lightweight-to-Powerful LLMs for High-Accuracy, Low-Cost, and Explainable Data Transformation 2025 VLDB 4.9793485e-05
11,284 CatDB: Data-catalog-guided, LLM-based Generation of Data-centric ML Pipelines 2025 VLDB 4.9793485e-05
11,423 Large Language Models for Spatial Analysis Queries 2025 VLDB 4.9793485e-05
11,529 Unstructured Data Fusion for Schema and Data Extraction 2024 SIGMOD 4.9793485e-05
11,590 Enriching Relations with Additional Attributes for ER 2024 VLDB 4.9793485e-05
11,661 Generalizable Data Cleaning of Tabular Data in Latent Space 2024 VLDB 4.9793485e-05
11,805 DataRinse: Semantic Transforms for Data preparation based on Code Mining 2023 VLDB 4.9793485e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 15 of 15 cited papers.

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

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