Abstract
Our system, submitted to the Nuanced Arabic Dialect Identification (NADI-23), tackles the first sub-task: Closed Country-level dialect identification. In this work, we propose a model that is based on an ensemble of layer-wise fine-tuned BERT-based models. The proposed model ranked fourth out of sixteen submissions, with an F1-macro score of 85.43.- Anthology ID:
- 2023.arabicnlp-1.65
- Volume:
- Proceedings of ArabicNLP 2023
- Month:
- December
- Year:
- 2023
- Address:
- Singapore (Hybrid)
- Editors:
- Hassan Sawaf, Samhaa El-Beltagy, Wajdi Zaghouani, Walid Magdy, Ahmed Abdelali, Nadi Tomeh, Ibrahim Abu Farha, Nizar Habash, Salam Khalifa, Amr Keleg, Hatem Haddad, Imed Zitouni, Khalil Mrini, Rawan Almatham
- Venues:
- ArabicNLP | WS
- SIG:
- Publisher:
- Association for Computational Linguistics
- Note:
- Pages:
- 625–630
- Language:
- URL:
- https://aclanthology.org/2023.arabicnlp-1.65
- DOI:
- 10.18653/v1/2023.arabicnlp-1.65
- Bibkey:
- Cite (ACL):
- Nada Almarwani and Samah Aloufi. 2023. SANA at NADI 2023 shared task: Ensemble of Layer-Wise BERT-based models for Dialectal Arabic Identification. In Proceedings of ArabicNLP 2023, pages 625–630, Singapore (Hybrid). Association for Computational Linguistics.
- Cite (Informal):
- SANA at NADI 2023 shared task: Ensemble of Layer-Wise BERT-based models for Dialectal Arabic Identification (Almarwani & Aloufi, ArabicNLP-WS 2023)
- Copy Citation:
- PDF:
- https://aclanthology.org/2023.arabicnlp-1.65.pdf
Export citation
@inproceedings{almarwani-aloufi-2023-sana, title = "{SANA} at {NADI} 2023 shared task: Ensemble of Layer-Wise {BERT}-based models for Dialectal {A}rabic Identification", author = "Almarwani, Nada and Aloufi, Samah", editor = "Sawaf, Hassan and El-Beltagy, Samhaa and Zaghouani, Wajdi and Magdy, Walid and Abdelali, Ahmed and Tomeh, Nadi and Abu Farha, Ibrahim and Habash, Nizar and Khalifa, Salam and Keleg, Amr and Haddad, Hatem and Zitouni, Imed and Mrini, Khalil and Almatham, Rawan", booktitle = "Proceedings of ArabicNLP 2023", month = dec, year = "2023", address = "Singapore (Hybrid)", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2023.arabicnlp-1.65", doi = "10.18653/v1/2023.arabicnlp-1.65", pages = "625--630", abstract = "Our system, submitted to the Nuanced Arabic Dialect Identification (NADI-23), tackles the first sub-task: Closed Country-level dialect identification. In this work, we propose a model that is based on an ensemble of layer-wise fine-tuned BERT-based models. The proposed model ranked fourth out of sixteen submissions, with an F1-macro score of 85.43.", }
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%0 Conference Proceedings %T SANA at NADI 2023 shared task: Ensemble of Layer-Wise BERT-based models for Dialectal Arabic Identification %A Almarwani, Nada %A Aloufi, Samah %Y Sawaf, Hassan %Y El-Beltagy, Samhaa %Y Zaghouani, Wajdi %Y Magdy, Walid %Y Abdelali, Ahmed %Y Tomeh, Nadi %Y Abu Farha, Ibrahim %Y Habash, Nizar %Y Khalifa, Salam %Y Keleg, Amr %Y Haddad, Hatem %Y Zitouni, Imed %Y Mrini, Khalil %Y Almatham, Rawan %S Proceedings of ArabicNLP 2023 %D 2023 %8 December %I Association for Computational Linguistics %C Singapore (Hybrid) %F almarwani-aloufi-2023-sana %X Our system, submitted to the Nuanced Arabic Dialect Identification (NADI-23), tackles the first sub-task: Closed Country-level dialect identification. In this work, we propose a model that is based on an ensemble of layer-wise fine-tuned BERT-based models. The proposed model ranked fourth out of sixteen submissions, with an F1-macro score of 85.43. %R 10.18653/v1/2023.arabicnlp-1.65 %U https://aclanthology.org/2023.arabicnlp-1.65 %U https://doi.org/10.18653/v1/2023.arabicnlp-1.65 %P 625-630
Markdown (Informal)
[SANA at NADI 2023 shared task: Ensemble of Layer-Wise BERT-based models for Dialectal Arabic Identification](https://aclanthology.org/2023.arabicnlp-1.65) (Almarwani & Aloufi, ArabicNLP-WS 2023)
- SANA at NADI 2023 shared task: Ensemble of Layer-Wise BERT-based models for Dialectal Arabic Identification (Almarwani & Aloufi, ArabicNLP-WS 2023)
ACL
- Nada Almarwani and Samah Aloufi. 2023. SANA at NADI 2023 shared task: Ensemble of Layer-Wise BERT-based models for Dialectal Arabic Identification. In Proceedings of ArabicNLP 2023, pages 625–630, Singapore (Hybrid). Association for Computational Linguistics.