2020 · 11 citations · 38 references
ComputingComputer ScienceDecision AnalysisLabeling RegulationNatural Language ProcessingContent Management SystemsLabeling ControlLabeling ReviewLabeling SystemsContent LabelingEnforcement Of Labeling RulesLabel Error PreventionOnline Service ReviewsPolicy EnforcementUser-centered LabelingVideo Scene Understanding
Large online services employ thousands of people to label content for applications such as video understanding, natural language processing, and content policy enforcement. While labelers typically reach their decisions by following a well-defined "protocol'', humans may still make mistakes. A common countermeasure is to have multiple people review the same content; however, this process is often time-intensive and requires accurate aggregation of potentially noisy decisions.
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Bootstrap Methods: Another Look at the Jackknife
B. Efron · The Annals of Statistics · 1979 · 17.4K citations · Full text
Cheap and fast---but is it good?
Rion Snow, Brendan O’Connor, Daniel Jurafsky et al. · 2008 · 1.9K citations · Full text
Vikas C. Raykar, Shipeng Yu, Linda Zhao et al. · Journal of Machine Learning Research · 2010 · 1K citations