  This paper explains our participation in task 1 of the CASE 2021 shared task.
This task is about multilingual event extraction from news. We focused on
sub-task 4, event information extraction. This sub-task has a small training
dataset and we fine-tuned a multilingual BERT to solve this sub-task. We
studied the instability problem on the dataset and tried to mitigate it.
