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In this paper, we survey measures aimed at quantifying the intrinsic quality of cases’ contents, which we collectively refer to as case fidelity, and measures that capture their competence within the Case-Based Reasoning literature. We discuss how insights from the Truth Discovery and Item Response Theory literature can respectively inform advancements in estimating case fidelity and competence. Additionally, we highlight novel research directions that emerge from a deeper examination of case fidelity and competence.

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Navigating the Landscape of Case Fidelity and Competence in Case-Based Reasoning

  • 会议论文

  • 发表日期：

    2025年

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  • Adwait P. Parsodkar,
  • Deepak P.,
  • Sutanu Chakraborti

摘要

In this paper, we survey measures aimed at quantifying the intrinsic quality of cases’ contents, which we collectively refer to as case fidelity, and measures that capture their competence within the Case-Based Reasoning literature. We discuss how insights from the Truth Discovery and Item Response Theory literature can respectively inform advancements in estimating case fidelity and competence. Additionally, we highlight novel research directions that emerge from a deeper examination of case fidelity and competence.