The pronouns ' 这 '(this), ' 那 '(that), ' 这 里 '(here), ' 那 里 '(there) are not processed for we did not find a good solution.
in some cases the provided gender and number are not correct or missing and we had to label these mentions based on the appellation words of the training data.