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...Characterizing idioms conventionality and contingency michaela socolof jackie chi kit cheung michael wagner timothy j o donnell mcgill university quebec ai institue mila canada cifar chair mail ca chael jcheung cs odonnell abstract phrase types such as light verb constructions e g take a walk semantically transparent colloca are unlike most phrases in two im tions now or never sometimes included portant ways first words an idiom have the class palmer non canonical meanings second not cowie this lack of homogeneity among idiomatic has been recognized contingent on presence other challenge domain nlp with sag et al linguistic theories differ whether these properties depend one suggesting that variety techniques well special theoretical needed to deal different kinds multi word machinery is accommodate expressions what does seem clear pro wedefinetwomeasuresthatcorrespondtothe totypical cases tend above we implement them us higher levels both conventional meaning ing bert devlin xlnet bet...