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TL;DR:
Unlike most dictionaries, the OED does include autumn-time as a word.
It is quite rare in comparison with the other seasons’ versions.
Variations in punctuation, spacing, and capitalization do not matter.
Well, there is the word autumn-tide, but it doesn’t get used much. Here’s o...