Sentence:  In spite of threats and punishment, many Canadians deserted in order to care for their families and to provide food for the coming winter; more than two thousand are said thus to have <WSD>taken French leave</WSD>. 
Meaning of the word marked with <WSD> tags:  To desert. To go AWOL.