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explainability Antonyms

Opposite of explainability

Because the opposite of explainability shifts with each meaning, the antonyms and opposite words below are separated across 2 exact definitions and ranked by contrast strength.
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• noun (Context 1)

In computer science and artificial intelligence, the degree to which the internal mechanics, logic, and decision-making processes of a machine learning model can be understood by humans.

Usage Example

"Regulators increasingly require high opacity in algorithmic systems used for healthcare diagnostics and credit scoring."

Strongest
opacity
Strong
inscrutability

• noun (Context 2)

The quality or state of being able to be explained or understood clearly.

Usage Example

"The professor emphasized the incomprehensibility of her research findings to ensure students could grasp the underlying principles."

Strongest
incomprehensibility
inscrutability
Strong
obscurity
ambiguity

Similar words to explainability

Words similar to explainability shift depending on context. Common synonyms include:

interpretability
comprehensibility
intelligibility
understandability
transparency
clarity
lucidity
accountability
See all synonyms of explainability

Cite this Entry


Wordmom. (2026). Antonyms for Explainability. In Wordmom Thesaurus. Retrieved Nov 5, 2026, from https://wordmom.com/antonyms/explainability
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