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        <title>AMU-EURANOVA at CASE 2021 Task 1: Assessing the stability of multilingual BERT</title>
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        <namePart type="given">Léo</namePart>
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            <title>Proceedings of the 4th Workshop on Challenges and Applications of Automated Extraction of Socio-political Events from Text (CASE 2021)</title>
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        <name type="personal">
            <namePart type="given">Ali</namePart>
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    <abstract>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.</abstract>
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    <identifier type="doi">10.18653/v1/2021.case-1.21</identifier>
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%0 Conference Proceedings
%T AMU-EURANOVA at CASE 2021 Task 1: Assessing the stability of multilingual BERT
%A Bouscarrat, Léo
%A Bonnefoy, Antoine
%A Capponi, Cécile
%A Ramisch, Carlos
%Y Hürriyetoğlu, Ali
%S Proceedings of the 4th Workshop on Challenges and Applications of Automated Extraction of Socio-political Events from Text (CASE 2021)
%D 2021
%8 August
%I Association for Computational Linguistics
%C Online
%F bouscarrat-etal-2021-amu
%X 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.
%R 10.18653/v1/2021.case-1.21
%U https://aclanthology.org/2021.case-1.21
%U https://doi.org/10.18653/v1/2021.case-1.21
%P 161-170

Markdown (Informal)

[AMU-EURANOVA at CASE 2021 Task 1: Assessing the stability of multilingual BERT](https://aclanthology.org/2021.case-1.21) (Bouscarrat et al., CASE 2021)

• AMU-EURANOVA at CASE 2021 Task 1: Assessing the stability of multilingual BERT (Bouscarrat et al., CASE 2021)

ACL

• Léo Bouscarrat, Antoine Bonnefoy, Cécile Capponi, and Carlos Ramisch. 2021. AMU-EURANOVA at CASE 2021 Task 1: Assessing the stability of multilingual BERT. In Proceedings of the 4th Workshop on Challenges and Applications of Automated Extraction of Socio-political Events from Text (CASE 2021), pages 161–170, Online. Association for Computational Linguistics.