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Mug up
Last Minute Prep
Often implies hurried or last-minute studying, usually right before an event like an exam. 
Informal Context
'Mug up' is informal and more common in British English, not typically used in formal writing. 
Temporary Learning
Suggests memorization for short-term retention rather than deep understanding or long-term knowledge. 