The underdog is the person or persons who are not favored to win or be selected.
(noun)The slow runner who everyone believes is going to lose the race is an example of the underdog.
See underdog in Webster's New World College Dictionary
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noun
See underdog in American Heritage Dictionary 4
noun
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