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interpretability

UK[ɪnˌtɜːprɪtəˈbɪləti]US[ɪnˌtɜːrprɪtəˈbɪləti]
n

The quality of being able to be explained or understood, especially of a machine learning model or its decisions.

n

The capability of a system or data to be interpreted in a meaningful way.

Morpheme Breakdown

interpret
abil
ity
interpret

to explain or understand.

abil

ity

Etymology

The word 'interpretability' is a modern formation built upon the classical Latin verb 'interpretari,' which meant to explain, translate, or construe meaning. The suffix '-abilis' was added to form the adjective 'interpretabilis,' meaning "able to be explained or understood." This adjective passed into English as 'interpretable.' Finally, the abstract noun-forming suffix '-ity,' from Latin '-itas,' was appended to create the noun denoting the state or quality of being interpretable. While the core concept of explanation is ancient, its specific application to the transparency of complex computational systems is a contemporary semantic development, illustrating how classical word-forming elements are repurposed for modern technical discourse.

Analysis

Structure: interpret + abil + ity interpret: From Latin 'interpretari' (to explain, translate, understand). Functional role: Core verb root meaning "to explain or understand." abil: From Latin suffix '-abilis' (capable of, able to be). Functional role: Adjective-forming suffix, creating "interpretable." ity: From Latin '-itas' (denoting state or condition). Functional role: Noun-forming suffix, turning the adjective into an abstract noun denoting quality.

Examples

The lack of interpretability in some AI models makes it difficult for regulators to trust their outputs.

Researchers are developing new methods to improve the interpretability of neural networks.

A key requirement for clinical decision-support software is model interpretability for healthcare professionals.

interpretability – Meaning, Etymology & Word Origin | OpenEtymology