Usually means: Understanding how a model reasons.
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We found 11 dictionaries that define the word interpretability:

General (7 matching dictionaries)
  1. interpretability: Merriam-Webster
  2. interpretability: Oxford Learner's Dictionaries
  3. interpretability: Collins English Dictionary
  4. interpretability: Wiktionary
  5. interpretability: Dictionary.com
  6. Interpretability: Wikipedia, the Free Encyclopedia
  7. interpretability: TheFreeDictionary.com

Business (1 matching dictionary)
  1. interpretability: Legal dictionary

Computing (1 matching dictionary)
  1. interpretability: Encyclopedia

Miscellaneous (1 matching dictionary)
  1. interpretability: Idioms

Tech (1 matching dictionary)
  1. Space and Electronic Warfare Lexicon (No longer online)

(Note: See interpret as well.)

Definitions from Wiktionary (interpretability)

noun:  The ability to be interpreted.

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