The general rule is, add -er and -est if the word has one syllable, and use more and most of the word has more than one syllable:
big => bigger, biggest
small => smaller, smallest
more than one syllable
elegant => more elegant, most elegant
beautiful => more beautiful, most beautiful
Note, the adjective "huge" has one syllable.
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