Search Results for author: Besma Benaziz

Found 3 papers, 0 papers with code

Arabic Dialect Identification based on a Weighted Concatenation of TF-IDF Features

no code implementations EACL (WANLP) 2021 Mohamed Lichouri, Mourad Abbas, Khaled Lounnas, Besma Benaziz, Aicha Zitouni

In this paper, we analyze the impact of the weighted concatenation of TF-IDF features for the Arabic Dialect Identification task while we participated in the NADI2021 shared task.

Dialect Identification regression

Preprocessing Solutions for Detection of Sarcasm and Sentiment for Arabic

no code implementations EACL (WANLP) 2021 Mohamed Lichouri, Mourad Abbas, Besma Benaziz, Aicha Zitouni, Khaled Lounnas

The findings show that despite the simplicity of the proposed approach, using the LSVC model with a normalizing Arabic (NA) preprocessing and the BiLSTM architecture with an Embedding layer as input have yielded an encouraging F1score of 33. 71% and 57. 80% for sarcasm and sentiment detection, respectively.

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