Aggregating soft labels from crowd annotations improves uncertainty estimation under distribution shift

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Bibliographic Details
Main Authors: Dustin Wright, Isabelle Augenstein
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2025-01-01
Series:PLoS ONE
Online Access:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12148080/?tool=EBI
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author Dustin Wright
Isabelle Augenstein
author_facet Dustin Wright
Isabelle Augenstein
author_sort Dustin Wright
collection DOAJ
format Article
id doaj-art-c7a98e68f2c042c6aa83b9b4a155cddc
institution OA Journals
issn 1932-6203
language English
publishDate 2025-01-01
publisher Public Library of Science (PLoS)
record_format Article
series PLoS ONE
spelling doaj-art-c7a98e68f2c042c6aa83b9b4a155cddc2025-08-20T02:22:49ZengPublic Library of Science (PLoS)PLoS ONE1932-62032025-01-01206Aggregating soft labels from crowd annotations improves uncertainty estimation under distribution shiftDustin WrightIsabelle Augensteinhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC12148080/?tool=EBI
spellingShingle Dustin Wright
Isabelle Augenstein
Aggregating soft labels from crowd annotations improves uncertainty estimation under distribution shift
PLoS ONE
title Aggregating soft labels from crowd annotations improves uncertainty estimation under distribution shift
title_full Aggregating soft labels from crowd annotations improves uncertainty estimation under distribution shift
title_fullStr Aggregating soft labels from crowd annotations improves uncertainty estimation under distribution shift
title_full_unstemmed Aggregating soft labels from crowd annotations improves uncertainty estimation under distribution shift
title_short Aggregating soft labels from crowd annotations improves uncertainty estimation under distribution shift
title_sort aggregating soft labels from crowd annotations improves uncertainty estimation under distribution shift
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12148080/?tool=EBI
work_keys_str_mv AT dustinwright aggregatingsoftlabelsfromcrowdannotationsimprovesuncertaintyestimationunderdistributionshift
AT isabelleaugenstein aggregatingsoftlabelsfromcrowdannotationsimprovesuncertaintyestimationunderdistributionshift