Collobert and Weston (2008) trained a convolutional NN with MTL which, given an input sentence, could perform many sequence labeling tasks.
we tested different dropout rates (0.2, 0.4) for the input and (0.3, 0.5, 0.7) the hidden layers obtaining better results with highest values, i.e., 0.4 and 0.7.