What does interpretable mean?
Interpretable means capable of being interpreted, understood, or explained. It is used when a sign, result, design, or body of information can be given a clear meaning by a person or by a system. The word appears frequently in scientific, technical, and academic writing, particularly in discussions of data, models, and interfaces. Expressions such as “human-interpretable” and “machine-interpretable” clarify whether people or automated systems are expected to derive meaning from something. Unlike “legible,” which mainly concerns the readability of written or printed text, “interpretable” is broader: it can describe patterns, diagrams, statistical outputs, or abstract systems. The term is also useful when evaluating clarity and accessibility, since an information-rich result is of limited value if its meaning cannot readily be understood. Interpretable should not be confused with “interpretive,” which describes an approach or practice concerned with interpretation itself.
adjectiveCapable of being interpreted or explained. In computing and related technical fields, it means readily understandable to a particular system or user.
- Able to be interpreted, understood, or explained.
"The model produced results that were easily interpretable by non-specialists."
"The abstract symbols form an interpretable map of the surrounding terrain."
"The researchers sought to present their conclusions in a form that was interpretable without specialist training."
Interpretable turns the question “Can it be understood?” into a design requirement—and increasingly, a test for responsible technology.
Reviewed by Deb Chak, Editor. AI-assisted content curated by RJS Tech Solutions LLP.
Where does interpretable come from?
Interpretable was formed in the 19th century from the English verb “interpret,” with the suffix “-able” expressing the ability to be interpreted. Interpret comes through Old French from the Latin word interpretari, meaning “to explain” or “to expound,” ultimately associated with inter- and pret-, elements meaning “between” and “right” or “clear.” Its relatives include “interpretation,” “interpreter,” and the closely related adjective “interpretive.”
Related word forms
How interpretable is actually used
The adjective is especially common in technical, scientific, and academic contexts. “Human-interpretable” and “machine-interpretable” explicitly identify the audience or system expected to understand the information.
Easily confused with interpretable
An interpretable result can be understood or explained, whereas an interpretive approach focuses on the act or practice of interpretation.
Legible chiefly describes writing that is clear enough to read, while interpretable is broader and can also refer to data, signs, or technical results.