However, as highlighted in several prior research efforts (Alex et al., 2007;Finkel and Manning, 2009;Lu and Roth, 2015), mentions may overlap with one another in practice.
models based on such a simplified assumption may result in sub-optimal performance for a down-stream task when they are deployed in practice.