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Even the score
Competitive Context
Used when talking about sports or games where teams or players aim to level the playing field. 
Beyond Sports
It's also used in business or other competitions to describe regaining a balanced or advantageous position. 
Not Literal
It doesn’t always refer to an actual score in a game but to a metaphorical sense of balance. 