This approach was taken by Poon, Cherry, and Toutanova (2009), Spiegler and Flach (2010), and Sirts and Goldwater (2013).
as discussed in Section 3.3.1, for the Morfessor family the fixing approach was outperformed by the weighted objective function (Kohonen, Virpioja, and Lagus 2010).