Quite' qualifies the adjective/adverb 'late', indicating the intensity or extent, thus it is an adverb of degree.
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In the sentence, "She sang beautifully," the word 'beautifully' is an adverb of:
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"They often visit the museum." 'Often' is an adverb of: