For the methods based on the hidden event language model, we design extensive experiments due 2 http://www.cis.upenn.edu/∼treebank/tokenization.html to many possible setups.
these experiments can be divided into two categories: with or without duplicating the ending punctuation symbol to the start of a sentence before training.