Because we use random parameter initialisation, to observe its effect to our evaluations, we train 10 instances of each model and report average performance (we do not use these 10 models as an ensemble method such as labelling by majority voting).
other event participants contained in a clause can affect human expectations of the upcoming role-fillers.