2013 · 15 citations · 8 references
Social SciencesComputer SciencePsychologyNatural Language ProcessingPsychometricsScience CommunicationConversational InterfacesConversational User InterfacesDialogue SystemsInterview MethodologyInterview MethodsSurvey ResearchAccuracyDialog SystemsEvaluation Of Dialogue SystemsSpoken Dialogue SystemsSurvey ExperimentationSurvey InterviewingSurvey Measurement ValiditySurvey-based Measurement
We explore the plausibility of using automated spoken dialog systems (SDS) for administer-ing survey interviews. Because the goals of a survey dialog system differ from more tradi-tional information-seeking and transactional applications, different measures of task accu-racy and success may be warranted. We report a large-scale experimental evaluation of an SDS that administered survey interviews with questions drawn from government and social scientific surveys. We compare two dialog confirmation strategies: (1) a traditional strate-gy of explicit confirmation on low-confidence recognition; and (2) no confirmation. With ex-plicit confirmation, the small percentage of re-sidual errors had little to no impact on survey data measurement. Even without confirmation, while there are significantly more errors, im-pact on the substantive conclusions of the sur-vey is still very limited. 1
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Analysis of user behavior under error conditions in spoken dialogs
Jongho Shin, Shrikanth Narayanan, Laurie Gerber et al. · 2002 · 54 citations