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User Studies

Designs

The design of the answerability study and the viewpoints study followed the same principle, where workers were asked to complete one HIT, consisting of ten query-response pairs. The task consisted of

  • a) HIT instructions
  • b) ten CIS interactions
  • c) demographics questionnaire

Each user study is decomposed into multiple subsections using independent CIS interactions. Each CIS interaction contains one query-response pair, followed by:

  • (1) a corresponding attentiveness check,
  • (2) a measurement of the user's familiarity with the topic,
  • (3) a CIS response assessment (Part I),
  • (4) a measurement of user experience (Part II).

Questions provided to crowd workers in our user studies:

The instructions followed by first CIS interaction for the answerability study can be found here and for the viewpoints study here.

Question Sets

Both our studies follow Graeco-Latin square design, that ensures the rotation and randomization of queries and response variants, as well as no overlap between HITs. Each query-response pair appears in at least 3 different query sets. It gives us 12 (3 x 4 responses for each query) different question sets for the answerability study and 9 for the viewpoints study. Queries appear in the question sets in a random order. Each query set is answered by 3 different crowd workers to avoid repeated judgments that reduce the reliability of the study.

The input data and the construction of question sets is covered in details here.