Thus, we are most interested in the random initialization setup: what can the network learn from the training corpus alone, without relying on external resources.
the ability to perform semi-supervised learning by initializing the word-embeddings with vectors that are pre-trained on large amount of unannotated data is an appealing property of the neuralnetwork approaches, and we evaluate our parser also in this semi-supervised setup.