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WojoodNER 2023: The First Arabic Named Entity Recognition Shared Task

24 October 2023
Mustafa Jarrar
Muhammad Abdul-Mageed
Mohammed Khalilia
Bashar Talafha
AbdelRahim Elmadany
Nagham Hamad
Alaa' Omar
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Abstract

We present WojoodNER-2023, the first Arabic Named Entity Recognition (NER) Shared Task. The primary focus of WojoodNER-2023 is on Arabic NER, offering novel NER datasets (i.e., Wojood) and the definition of subtasks designed to facilitate meaningful comparisons between different NER approaches. WojoodNER-2023 encompassed two Subtasks: FlatNER and NestedNER. A total of 45 unique teams registered for this shared task, with 11 of them actively participating in the test phase. Specifically, 11 teams participated in FlatNER, while 888 teams tackled NestedNER. The winning teams achieved F1 scores of 91.96 and 93.73 in FlatNER and NestedNER, respectively.

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