Maximising the data likelihood during λ estimation does not approximate our final task well enough: The log likelihood of the test data is duly improved from −797.1 to −772.2 for the PropBank data and from −501.9 to −446.3 for the FrameNet data.
especially for the FrameNet training data, performance on the correlation task diminishes as data probability rises.