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VUI Evaluation

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PARADISE. Paradigm for Dialogue System Evaluation ... PARADISE approach addresses performance and user satisfaction. Disadvantages ... – PowerPoint PPT presentation

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Title: VUI Evaluation


1
VUI Evaluation
  • Paradise Framework

2
PARADISE Paradigm for Dialogue System Evaluation
  • Goal Maximize User Satisfaction

3
PARADISE Paradigm for Dialogue System Evaluation
  • Performance is modeled as a weighted function of
    a task-based success measure and dialogue-based
    cost measures, where weights are computed by
    correlating user satisfaction with performance.
  • Dialogue tasks are represented as Attribute Value
    Matrix (AVM) pairs.

4
PARADISE Paradigm for Dialogue System Evaluation
  • Advantages
  • PARADISE approach addresses performance and user
    satisfaction
  • Disadvantages
  • Too complex to compute.
  • Need a large sample size up front.

5
Alternative Approaches
  • Whats important?
  • Maximize User Satisfaction
  • Maximize Task Success

6
User Satisfaction
  • How do we measure user satisfaction?
  • Questionnaires
  • Interviews
  • Focus Groups

7
Task Success
  • How do we measure task success?
  • Logging Actual Use
  • Performance Measurement
  • Walkthroughs
  • Pilot Testing

8
Task Success
  • For each dialogue and the entire conversation
    establish AVMs.
  • Measure task success with respect to
  • Task completion time
  • Accuracy or Errors (e.g. misinterpretations)

9
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10
Conclusions
  • PARADISE is good, but too complex!
  • Measure user satisfaction and task success.
  • Develop a formula that considers Task Completion
    Time, Accuracy/Errors and User Satisfaction
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