As a side note, the Lexfunc implementation in DISSECT does not produce a composite representation for 11.5% of the our test data, where a word does not appear as a modifier during training.
we reimplemented the Lexfunc model and solved the missing training material problem by initializing the matrix for all the words in the dictionary with I + , the identity matrix plus a small amount of Gaussian noise.