make one's escape
take French leave
verb
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Synonym of slip out, to leave suddenly without notice or permission.
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Synonym of go AWOL, to desert or be temporarily absent from military service without permission.
How often have the words make one's escape and take French leave occurred in a corpus of books? (source: Google Ngram Viewer )