Workshop Paper
Eric P.S Baumer, Amin Hosseiny Marani
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Cite
APA
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Baumer, E. P. S., & Marani, A. H. Bias as a Distinct Factor in Human Ratings of Machine Labeling.
Chicago/Turabian
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Baumer, Eric P.S, and Amin Hosseiny Marani. “Bias as a Distinct Factor in Human Ratings of Machine Labeling” (n.d.).
MLA
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Baumer, Eric P. S., and Amin Hosseiny Marani. Bias as a Distinct Factor in Human Ratings of Machine Labeling.
BibTeX Click to copy
@article{eric-a,
title = {Bias as a Distinct Factor in Human Ratings of Machine Labeling},
author = {Baumer, Eric P.S and Marani, Amin Hosseiny}
}
Abstract
This paper uses an excerpt from a larger analysis to argue that human assessments of machine labeling can reveal bias as a distinct measure separate from other perceptions of label quality. Human subjects were asked to assess the quality of automatically generated labels for a trained topic model. Quality assessments were gathered using 15 distinct self-report questions. Exploratory factor analysis identified a distinct “bias” factor. This point is likely relevant for a wide variety of machine labeling tasks.
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This paper uses an excerpt from a larger analysis to argue that human assessments of machine labeling can reveal bias as a distinct measure separate from other perceptions of label quality. Human subjects were asked to assess the quality of automatically generated labels for a trained topic model. Quality assessments were gathered using 15 distinct self-report questions. Exploratory factor analysis identified a distinct “bias” factor. This point is likely relevant for a wide variety of machine labeling tasks.