Either one is acceptable.
A part of speech -- there are eight -- defines the classification of a word. For example, run is a verb, house is a noun and so forth. A figure of speech is a phrase used for emphasis which is not...
Noun.
"speech" is a common noun A noun is a person, place, thing, or idea- "speech" is a thing
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