National Conference on Artificial Intelligence · 2011 · 65 citations · 10 references
ComputingComputer ScienceArtificial IntelligenceHuman-computer InteractionNatural Language ProcessingCollaborative SystemsComputer-supported Cooperative WorkConversational InterfacesConversational User InterfacesHuman-machine InterfacesTask ModelsCrowd MembershipCrowdsourcingEnd UsersHuman ComputationHuman-in-the-loop WorkflowsHuman-machine CollaborationInteractive Task ExecutionWorkflow Support
On today's human computation systems, designing tasks and workflows is a difficult and labor-intensive process. Can workers from the crowd be used to help plan workflows? We explore this question with Turkomatic, a new interface to microwork platforms that uses crowd workers to help plan workflows for complex tasks. Turkomatic uses a general-purpose divide-and-conquer algorithm to solve arbitrary natural-language requests posed by end users. The interface includes a novel real-time visual workflow editor that enables requesters to observe and edit workflows while the tasks are being completed. Crowd verification of work and the division of labor among members of the crowd can be handled automatically by Turkomatic, which substantially simplifies the process of using human computation systems. These features enable a novel means of interaction with crowds of online workers to support successful execution of complex work.
10
L. von Ahn · Computer · 2006 · 966 citations
Alexander J. Quinn, Benjamin B. Bederson · 2011 · 800 citations
Utility data annotation with Amazon Mechanical Turk
Alexander Sorokin, David Forsyth · 2008 · 625 citations
Jeffrey P. Bigham, Chandrika Jayant, Hanjie Ji et al. · 2010 · 546 citations · Full text
Aniket Kittur, Boris Smus, Robert E. Kraut · 2011 · 442 citations