interpretowalnych

Interpretowalnych is the genitive plural form of the Polish adjective interpretowalny, meaning interpretable or explainable. It is used to describe nouns in contexts ranging from grammar to science, most often appearing in phrases that indicate characteristics, data, or models that can be understood or explained. The form appears when the noun it modifies is in the genitive plural, for example in phrases like cechy interpretowalnych modeli or analizy interpretowalnych danych.

In Polish, interpretowalny derives from interpretować (to interpret) with the adjective suffix -owalny. Its basic forms are: interpretowalny (masculine singular), interpretowalna (feminine singular), interpretowalne (neuter singular and some plural uses), and interpretowalni/interpretowalne (plural). The plural genitive and accusative forms are interpretowalnych, which is the form seen in many sentences describing multiple items or datasets.

Usage context includes linguistics, data science, and philosophy, but it is most common in discussions of model transparency and explainability. In machine learning and AI, interpretable models (modele interpretowalne) are contrasted with opaque or black-box models, highlighting the need for understanding how inputs relate to outputs. Polish discourse often pairs interpretowalnych with terms such as danych (data), modeli (models), or wyników (results) to discuss the interpretability of results, data quality, and methodological choices.

Related concepts include interpretowalność (interpretability), wyjaśnialność (explainability), and through analogy, explainable AI. The term interpretowalnych thus serves as a grammatical tool to express properties of plural nouns in contexts emphasizing transparency and comprehension.