These specialized features not only introduce domain expertise, but also capture linguistic information at an abstracted level, which can help avoid the risk of over-fitting. Given only 267 peer reviews in our case compared to more than ten thousand product reviews<cite> (Kim et al., 2006)</cite> , this is an important consideration.