ComputingComputer ScienceArtificial IntelligenceAutomationMachine LearningCollective IntelligenceComputer-supported Cooperative WorkTask AnalysisTask ModelsWorkflow DesignCrowdsourced ParticipationCrowdsourcingCrowdsourcing Decision-makingHuman ComputationHuman-in-the-loop Workflows
Completing complex tasks on crowdsourcing platforms like Mechanical Turk currently requires significant up-front investment into task decomposition and workflow design. We present a new method for automating task and workflow design for high-level, complex tasks. Unlike previous approaches, our strategy is recursive, recruiting workers from the crowd to help plan out how problems can be solved most effectively. Our initial experiments suggest that this strategy can successfully create workflows to solve tasks considered difficult from an AI perspective, although it is highly sensitive to the design choices made by workers.
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L. von Ahn · Computer · 2006 · 966 citations
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Utility data annotation with Amazon Mechanical Turk
Alexander Sorokin, David Forsyth · 2008 · 625 citations