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    Panyi Dong

    Panyi Dong

    PhD student in Actuarial and Risk Management Sciences

    • Champaign, IL
    • UIUC
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    InsurTech NLP

    Published: July 22, 2026

    Code accompanying InsurTech Innovation Using Natural Language Processing.

    The repository implements:

    • Lexicon-based sentiment analysis to de-bias customer star ratings with objective polarity scores
    • Neural embedding of 13,000+ raw business categories into compact 24-dimensional context-aware features
    • Unsupervised topic modeling for automated NAICS industry classification

    Available at: https://github.com/PanyiDong/InsurTech_NLP

    Categories: research

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