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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 onsub-task 4, event information extraction. This sub-task has a small trainingdataset and we fine-tuned a multilingual BERT to solve this sub-task. Westudied the instability problem on the dataset and tried to mitigate it.

AMU-EURANOVA at CASE 2021 Task 1: Assessing the stability of multilingual BERT