Parts of Speech for Time after time
time af·ter time
T t Gramatical Hierarchy
Grammatically "Time After Time" is a idiom, to be more precise even a verb without object. But also it is used as a noun, specifically a verb without object. Part of speech depends on meaning of this word.
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