All the experiments whose results are reported in the remainder of this subsection have been carried out with an early stopping after 10 epochs if the score on the development set did not increase.
after having defined annotation guidelines and manually tagged a corpus accordingly, as described in the previous section, we report here on experiments on the automatic detection and classification of event mentions.