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Linguistic justice as a framework for designing, developing, and managing natural language processing tools ...
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Abstract:
As natural language processing tools powered by big data become increasingly ubiquitous, questions of how to design, develop, and manage these tools and their impacts on diverse populations are pressing. We propose utilizing the concept of linguistic justice—the realization of equitable access to social and political life regardless of language—to provide a framework for examining natural language processing tools that learn from and use human language data. To support linguistic justice, we argue that natural language processing tools (along with the datasets that are used to train and evaluate them) must be examined not only from the perspective of a privileged, majority language user, but also from the perspectives of minoritized language users. Considering such perspectives can help to surface areas in which the data used within natural language processing tools may be (often inadvertently) working against linguistic justice by failing to provide access to information, services, or opportunities in ...
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Keyword:
200199 Communication and Media Studies not elsewhere classified; 200299 Cultural Studies not elsewhere classified; FOS Media and communications; FOS Other humanities; FOS Sociology; Sociology
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URL: https://sage.figshare.com/collections/Linguistic_justice_as_a_framework_for_designing_developing_and_managing_natural_language_processing_tools/5968346/1
https://dx.doi.org/10.25384/sage.c.5968346.v1
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sj-pdf-1-bds-10.1177_20539517221090930 - Supplemental material for Linguistic justice as a framework for designing, developing, and managing natural language processing tools ...
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sj-pdf-1-bds-10.1177_20539517221090930 - Supplemental material for Linguistic justice as a framework for designing, developing, and managing natural language processing tools ...
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Linguistic justice as a framework for designing, developing, and managing natural language processing tools ...
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Common methodological framework and best practices in validation across Europe ...
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Common methodological framework and best practices in validation across Europe ...
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Telecollaboration through inquiry: how evidence-based intra-cultural learning promotes intercultural communicative competence ...
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Telecollaboration through inquiry: how evidence-based intra-cultural learning promotes intercultural communicative competence ...
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