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Linguistic Bias in Crowdsourced Biographies A Cross-lingual Examination ...
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Linguistic Bias in Crowdsourced Biographies A Cross-lingual Examination ...
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Social Cues, Social Biases: Stereotypes in Annotations on People Images ...
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Social Cues, Social Biases: Stereotypes in Annotations on People Images ...
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Abstract:
Human computation is often subject to systematic biases. We consider the case of linguistic biases and their consequences for the words that crowd workers use to describe people images in an annotation task. Social psychologists explain that when describing others, the subconscious perpetuation of stereotypes is inevitable, as we describe stereotype-congruent people and/or in-group members more abstractly than others. In an MTurk experiment we show evidence of these biases, which are exacerbated when an image’s “popular tags” are displayed, a common feature used to provide social information to workers. Underscoring recent calls for a deeper examination of the role of training data quality in algorithmic biases, results suggest that it is rather easy to sway human judgment. ... : This work has received funding from the European Union's Horizon 2020 Research and Innovation Programme under Grant Agreement No 739578 and the Government of the Republic of Cyprus through the Directorate General for European Programmes, Coordination and Development. Copyright © 2018, Association for the Advancement of Artificial Intelligence ...
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Keyword:
linguistic biases; social biases; social cues; social stereotypes
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URL: https://dx.doi.org/10.5281/zenodo.2670018 https://zenodo.org/record/2670018
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Social Cues, Social Biases: Stereotypes in Annotations on People Images
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In: Proceedings of the AAAI Conference on Human Computation and Crowdsourcing; Vol. 6 No. 1 (2018): Sixth AAAI Conference on Human Computation and Crowdsourcing (2018)
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The Impact of News Values and Linguistic Style on the Popularity of Headlines On Twitter and Facebook
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In: Proceedings of the International AAAI Conference on Web and Social Media; Vol. 11 No. 1 (2017): Eleventh International AAAI Conference on Web and Social Media ; 2334-0770 ; 2162-3449 (2017)
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Similar Gaps, Different Origins? Women Readers and Editors at Greek Wikipedia
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In: Proceedings of the International AAAI Conference on Web and Social Media; Vol. 10 No. 1 (2016): Tenth International AAAI Conference on Web and Social Media ; 2334-0770 ; 2162-3449 (2016)
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Social and Linguistic Behavior and its Correlation to Trait Empathy
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Show Me You Care: Trait Empathy, Linguistic Style and Mimicry on Facebook
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Linguistic Bias in Collaboratively Produced Biographies: Crowdsourcing Social Stereotypes?
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In: Proceedings of the International AAAI Conference on Web and Social Media; Vol. 9 No. 1 (2015): Ninth International AAAI Conference on Web and Social Media ; 2334-0770 ; 2162-3449 (2015)
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Write Like I Write: Herding in the Language of Online Reviews
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In: Proceedings of the International AAAI Conference on Web and Social Media; Vol. 8 No. 1 (2014): Eighth International AAAI Conference on Weblogs and Social Media ; 2334-0770 ; 2162-3449 (2014)
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MEAD - A Platform for Multidocument Multilingual Text Summarization
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MEAD - A Platform for Multidocument Multilingual Text Summarization ...
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