AutoPrep: Natural Language Question-Aware Data Preparation with a Multi-Agent Framework

Authors

• 1. Meihao Fan (Renmin University of China)
• 2. Ju Fan (Renmin University of China)
• 3. Nan Tang (Hong Kong University of Science and Technology)
• 4. Lei Cao (University of Arizona)
• 5. Guoliang Li (Tsinghua University)
• 6. Xiaoyong Du (Renmin University of China)

@article{fan_vldb25,
        title = {{AutoPrep: Natural Language Question-Aware Data Preparation with a Multi-Agent Framework}},
        author = {Fan, Meihao and Fan, Ju and Tang, Nan and Cao, Lei and Li, Guoliang and Du, Xiaoyong},
        journal = {PVLDB},
        series = {{VLDB} '25},
        volume = {18},
        number = {10},
        pages = {3504--3517},
        doi = {10.14778/3748191.3748211},
        url = {https://doi.org/10.14778/3748191.3748211},
        year = {2025}
}

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