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Weak-to-Strong Prompts with Lightweight-to-Powerful LLMs for High-Accuracy, Low-Cost, and Explainable Data Transformation

Summary: MegaTran turns underspecified data-transformation requests into structured prompts with a lightweight LLM, then uses a powerful LLM for code generation. Checklist-based reflection and LazyRAG improve correctness, explainability, and cost efficiency, yielding 2.2–26.1% accuracy gains. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
hddef9211b78f72e8
Venue
VLDB
Year
2025
Pagerank
4.9793485e-05
Overall Rank
11,270 | 24.23%
DOI
10.14778/3742728.3742734

Incoming Non-self Citations Over Time

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Authors

BibTeX Citation

@article{li_vldb25,
        title = {{Weak-to-Strong Prompts with Lightweight-to-Powerful LLMs for High-Accuracy, Low-Cost, and Explainable Data Transformation}},
        author = {Li, Changlun and Yang, Chenyu and Luo, Yuyu and Fan, Ju and Tang, Nan},
        journal = {PVLDB},
        series = {{VLDB} '25},
        volume = {18},
        number = {8},
        pages = {2371--2384},
        doi = {10.14778/3742728.3742734},
        url = {https://doi.org/10.14778/3742728.3742734},
        year = {2025}
}

Incoming Citations (Sorted by Pagerank)

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Outgoing Citations (Sorted by Pagerank)

Showing 20 of 20 cited papers.

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

Rank Cited Paper Year Venue Pagerank
95 Potter's Wheel: An Interactive Data Cleaning System 2001 VLDB 0.00034382643
329 Can Foundation Models Wrangle Your Data? 2023 VLDB 0.00020858443
697 NADEEF: A Commodity Data Cleaning System 2013 SIGMOD 0.00014694048
972 The Data Civilizer System 2017 CIDR 0.00012763234
1,094 BlinkFill: Semi-supervised Programming By Example for Syntactic String Transformations 2016 VLDB 0.0001205355
1,115 Foofah: Transforming Data By Example 2017 SIGMOD 0.00011964111
1,493 Synthesizing Entity Matching Rules by Examples 2018 VLDB 0.00010505174
1,932 CHORUS: Foundation Models for Unified Data Discovery and Exploration 2024 VLDB 9.34643e-05
1,991 RPT: Relational Pre-trained Transformer Is Almost All You Need towards Democratizing Data Preparation 2021 VLDB 9.2383849e-05
2,745 Transform-Data-by-Example (TDE): An Extensible Search Engine for Data Transformations 2018 VLDB 8.0668395e-05
2,964 Towards Dependable Data Repairing with Fixing Rules 2014 SIGMOD 7.8052551e-05
3,473 Unicorn: A Unified Multi-tasking Model for Supporting Matching Tasks in Data Integration 2023 SIGMOD 7.2728706e-05
3,489 Combining Small Language Models and Large Language Models for Zero-Shot NL2SQL 2024 VLDB 7.2627807e-05
4,424 Auto-Transform: Learning-to-Transform by Patterns 2020 VLDB 6.6048065e-05
5,097 Explaining Dataset Changes for Semantic Data Versioning with Explain-Da-V 2023 VLDB 6.2742361e-05
5,640 DataPrep.EDA: Task-Centric Exploratory Data Analysis for Statistical Modeling in Python 2021 SIGMOD 6.0548401e-05
5,687 DTT: An Example-Driven Tabular Transformer for Joinability by Leveraging Large Language Models 2024 SIGMOD 6.0360406e-05
7,291 Data Civilizer 2.0: A Holistic Framework for Data Preparation and Analytics 2019 VLDB 5.5642829e-05
7,695 Trinity: An Extensible Synthesis Framework for Data Science 2019 VLDB 5.4756857e-05
7,850 CoClean: Collaborative Data Cleaning 2020 SIGMOD 5.4405793e-05
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