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02/08/2023
(Re)Defining Expertise in Machine Learning Development
Domain experts are often engaged in the development of machine learning ...
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01/23/2023
The Reasonable Effectiveness of Diverse Evaluation Data
In this paper, we present findings from an semi-experimental exploration...
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09/15/2022
Power to the People? Opportunities and Challenges for Participatory AI
Participatory approaches to artificial intelligence (AI) and machine lea...
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06/09/2022
CrowdWorkSheets: Accounting for Individual and Collective Identities Underlying Crowdsourced Dataset Annotation
Human annotated data plays a crucial role in machine learning (ML) resea...
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04/05/2022
PaLM: Scaling Language Modeling with Pathways
Large language models have been shown to achieve remarkable performance ...
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12/08/2021
Whose Ground Truth? Accounting for Individual and Collective Identities Underlying Dataset Annotation
Human annotations play a crucial role in machine learning (ML) research ...
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10/12/2021
Dealing with Disagreements: Looking Beyond the Majority Vote in Subjective Annotations
Majority voting and averaging are common approaches employed to resolve ...
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10/12/2021