This choice is inspired by recent work on learning syntactic categories ( Yatbaz et al. , 2012 ) , which successfully utilized such language models to represent word window contexts of target words .
learning syntactic categories using paradigmatic representations of word context
Mehmet Ali Yatbaz Enis Sert Deniz Yuret
To capture syntagmatic patterns , we choose in this work standard n-gram language models as the basis for a concrete model implementing our scheme . This choice is inspired by recent work on learning syntactic categories ( Yatbaz et al. , 2012 ) , which successfully utilized such language models to represent word window contexts of target words . However , we note that other richer types of language models , such as class-based ( Brown et al. , 1992 ) or hybrid ( Tan et al. , 2012 ) , can be seamlessly integrated into our scheme .
This choice is inspired by recent work on learning syntactic categories ( @@CITATION ) , which successfully utilized such language models to represent word window contexts of target words .