Just What Do You Think You're Doing, Dave? A Checklist for Responsible Data Use in NLP

Anna Rogers, Timothy Baldwin, Kobi Leins

    Publikation: Konference artikel i Proceeding eller bog/rapport kapitelKonferencebidrag i proceedingsForskningpeer review

    Abstract

    A key part of the NLP ethics movement is responsible use of data, but exactly what that means or how it can be best achieved remain unclear. This position paper discusses the core legal and ethical principles for collection and sharing of textual data, and the tensions between them. We propose a potential checklist for responsible data (re-)use that could both standardise the peer review of conference submissions, as well as enable a more in-depth view of published research across the community. Our proposal aims to contribute to the development of a consistent standard for data (re-)use, embraced across NLP conferences.
    OriginalsprogEngelsk
    TitelFindings of the Association for Computational Linguistics: EMNLP 2021
    Antal sider13
    UdgivelsesstedPunta Cana, Dominican Republic
    ForlagAssociation for Computational Linguistics
    Publikationsdato1 nov. 2021
    Sider4821-4833
    StatusUdgivet - 1 nov. 2021

    Emneord

    • NLP ethics
    • Data responsibility
    • Textual data collection
    • Peer review standardization
    • Ethical principles in data sharing

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