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Sweat off
Physical Effort
Used when talking about losing something, often weight, through physical activity or effort. 
Colloquial Tone
'Sweat off' is casual language, suitable for conversing with friends, not formal situations. 
Metaphoric Usage
Sometimes used metaphorically to mean working hard on non-physical tasks. 