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"Garbage In, Garbage Out" Revisited: What Do Machine Learning Application Papers Report About Human-Labeled Training Data?


Jul 05, 2021
R. Stuart Geiger, Dominique Cope, Jamie Ip, Marsha Lotosh, Aayush Shah, Jenny Weng, Rebekah Tang

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* Quantitative Science Studies 2:2 (2021) 

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Garbage In, Garbage Out? Do Machine Learning Application Papers in Social Computing Report Where Human-Labeled Training Data Comes From?


Dec 17, 2019
R. Stuart Geiger, Kevin Yu, Yanlai Yang, Mindy Dai, Jie Qiu, Rebekah Tang, Jenny Huang

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* Proc ACM FAT* 2020 
* 18 pages, includes appendix 

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ORES: Lowering Barriers with Participatory Machine Learning in Wikipedia


Sep 13, 2019
Aaron Halfaker, R. Stuart Geiger

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* 10 pages + 2 pages appendix. Currently under review 

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The Lives of Bots


Oct 22, 2018
R. Stuart Geiger

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* Book chapter in __Wikipedia: A Critical Point of View__ (Institute of Network Cultures, Amsterdam), 2011 
* Originally published in 2011 

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Beyond opening up the black box: Investigating the role of algorithmic systems in Wikipedian organizational culture


Oct 01, 2017
R. Stuart Geiger

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* Big Data & Society 4(2). 2017 
* 14 pages, typo fixed in v2 

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