spade: Synthesizing Data Quality Assertions for Large Language Model Pipelines

Authors

• 1. Shreya Shankar (University of California Berkeley)
• 2. Haotian Li (Hong Kong University of Science and Technology)
• 3. Parth Asawa (University of California Berkeley)
• 4. Madelon Hulsebos (University of California Berkeley)
• 5. Yiming Lin (University of California Berkeley)
• 6. J.D. Zamfirescu-Pereira (University of California Berkeley)
• 7. Harrison Chase (LangChain)
• 8. Will Fu-Hinthorn (LangChain)
• 9. Aditya G. Parameswaran (University of California Berkeley)
• 10. Eugene Wu (Columbia University)

@article{shankar_vldb24,
        title = {{spade: Synthesizing Data Quality Assertions for Large Language Model Pipelines}},
        author = {Shankar, Shreya and Li, Haotian and Asawa, Parth and Hulsebos, Madelon and Lin, Yiming and Zamfirescu-Pereira, J.D. and Chase, Harrison and Fu-Hinthorn, Will and Parameswaran, Aditya G. and Wu, Eugene},
        journal = {PVLDB},
        series = {{VLDB} '24},
        volume = {17},
        number = {12},
        pages = {4173--4186},
        doi = {10.14778/3685800.3685835},
        url = {https://doi.org/10.14778/3685800.3685835},
        year = {2024}
}

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