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QuAD: Quantitative assessment of qualitative data quality via distribution alignment

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In brief

  1. QuAD evaluates qualitative data quality before quantitative analysis.
  2. It compares response distribution with a researcher-defined reference.
  3. An adaptive multi-agent system improves score consistency.

QuAD introduces a framework to assess the suitability of qualitative responses for analysis. It compares the intrinsic distribution of responses with a researcher-defined analytical lens. An adaptive multi-agent system enhances scoring consistency.

This summary gives you the essentials. The full article, its figures and quotes are on cs.AI updates on arXiv.org.

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