Thanks, but I've tried that and it gives really messy results. For example, every accented character turns into a space, dividing the word into two meaningless pieces.

Edit: it also seems to put the entire article on a single line with no punctuation. But Google's word2vec examples run with each sentence on one line. Wouldn't this make a difference in training?