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AraFinNLP 2024: The First Arabic Financial NLP Shared Task

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AraFinNLP 2024: The First Arabic Financial NLP Shared Task. / Malaysha, Sanad; El-Haj, Mo; Ezzini, Saad et al.
Proceedings of The Second Arabic Natural Language Processing Conference. ed. / Nizar Habash. Kerrville, Texas: Association for Computational Linguistics (ACL Anthology), 2024. p. 393-402.

Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSNConference contribution/Paperpeer-review

Harvard

Malaysha, S, El-Haj, M, Ezzini, S, Khalilia, M, Jarrar, M, Almujaiwel, S, Berrada, I & Bouamor, H 2024, AraFinNLP 2024: The First Arabic Financial NLP Shared Task. in N Habash (ed.), Proceedings of The Second Arabic Natural Language Processing Conference. Association for Computational Linguistics (ACL Anthology), Kerrville, Texas, pp. 393-402. https://doi.org/10.18653/v1/2024.arabicnlp-1.34

APA

Malaysha, S., El-Haj, M., Ezzini, S., Khalilia, M., Jarrar, M., Almujaiwel, S., Berrada, I., & Bouamor, H. (2024). AraFinNLP 2024: The First Arabic Financial NLP Shared Task. In N. Habash (Ed.), Proceedings of The Second Arabic Natural Language Processing Conference (pp. 393-402). Association for Computational Linguistics (ACL Anthology). https://doi.org/10.18653/v1/2024.arabicnlp-1.34

Vancouver

Malaysha S, El-Haj M, Ezzini S, Khalilia M, Jarrar M, Almujaiwel S et al. AraFinNLP 2024: The First Arabic Financial NLP Shared Task. In Habash N, editor, Proceedings of The Second Arabic Natural Language Processing Conference. Kerrville, Texas: Association for Computational Linguistics (ACL Anthology). 2024. p. 393-402 doi: 10.18653/v1/2024.arabicnlp-1.34

Author

Malaysha, Sanad ; El-Haj, Mo ; Ezzini, Saad et al. / AraFinNLP 2024 : The First Arabic Financial NLP Shared Task. Proceedings of The Second Arabic Natural Language Processing Conference. editor / Nizar Habash. Kerrville, Texas : Association for Computational Linguistics (ACL Anthology), 2024. pp. 393-402

Bibtex

@inproceedings{c51aa033b67b44f9ac628016edd7a3a4,
title = "AraFinNLP 2024: The First Arabic Financial NLP Shared Task",
abstract = "The expanding financial markets of the Arab world require sophisticated Arabic NLP tools. To address this need within the banking domain, the Arabic Financial NLP (AraFinNLP) shared task proposes two subtasks: (i) Multi-dialect Intent Detection and (ii) Cross-dialect Translation and Intent Preservation. This shared task uses the updated ArBanking77 dataset, which includes about 39k parallel queries in MSA and four dialects. Each query is labeled with one or more of a common 77 intents in the banking domain. These resources aim to foster the development of robust financial Arabic NLP, particularly in the areas of machine translation and banking chat-bots. A total of 45 unique teams registered for this shared task, with 11 of them actively participated in the test phase. Specifically, 11 teams participated in Subtask 1, while only 1 team participated in Subtask 2. The winning team of Subtask 1 achieved F1 score of 0.8773, and the only team submitted in Subtask 2 achieved a 1.667 BLEU score.",
keywords = "Computer Science - Computation and Language",
author = "Sanad Malaysha and Mo El-Haj and Saad Ezzini and Mohammed Khalilia and Mustafa Jarrar and Sultan Almujaiwel and Ismail Berrada and Houda Bouamor",
year = "2024",
month = aug,
day = "16",
doi = "10.18653/v1/2024.arabicnlp-1.34",
language = "English",
pages = "393--402",
editor = "Nizar Habash",
booktitle = "Proceedings of The Second Arabic Natural Language Processing Conference",
publisher = "Association for Computational Linguistics (ACL Anthology)",

}

RIS

TY - GEN

T1 - AraFinNLP 2024

T2 - The First Arabic Financial NLP Shared Task

AU - Malaysha, Sanad

AU - El-Haj, Mo

AU - Ezzini, Saad

AU - Khalilia, Mohammed

AU - Jarrar, Mustafa

AU - Almujaiwel, Sultan

AU - Berrada, Ismail

AU - Bouamor, Houda

PY - 2024/8/16

Y1 - 2024/8/16

N2 - The expanding financial markets of the Arab world require sophisticated Arabic NLP tools. To address this need within the banking domain, the Arabic Financial NLP (AraFinNLP) shared task proposes two subtasks: (i) Multi-dialect Intent Detection and (ii) Cross-dialect Translation and Intent Preservation. This shared task uses the updated ArBanking77 dataset, which includes about 39k parallel queries in MSA and four dialects. Each query is labeled with one or more of a common 77 intents in the banking domain. These resources aim to foster the development of robust financial Arabic NLP, particularly in the areas of machine translation and banking chat-bots. A total of 45 unique teams registered for this shared task, with 11 of them actively participated in the test phase. Specifically, 11 teams participated in Subtask 1, while only 1 team participated in Subtask 2. The winning team of Subtask 1 achieved F1 score of 0.8773, and the only team submitted in Subtask 2 achieved a 1.667 BLEU score.

AB - The expanding financial markets of the Arab world require sophisticated Arabic NLP tools. To address this need within the banking domain, the Arabic Financial NLP (AraFinNLP) shared task proposes two subtasks: (i) Multi-dialect Intent Detection and (ii) Cross-dialect Translation and Intent Preservation. This shared task uses the updated ArBanking77 dataset, which includes about 39k parallel queries in MSA and four dialects. Each query is labeled with one or more of a common 77 intents in the banking domain. These resources aim to foster the development of robust financial Arabic NLP, particularly in the areas of machine translation and banking chat-bots. A total of 45 unique teams registered for this shared task, with 11 of them actively participated in the test phase. Specifically, 11 teams participated in Subtask 1, while only 1 team participated in Subtask 2. The winning team of Subtask 1 achieved F1 score of 0.8773, and the only team submitted in Subtask 2 achieved a 1.667 BLEU score.

KW - Computer Science - Computation and Language

U2 - 10.18653/v1/2024.arabicnlp-1.34

DO - 10.18653/v1/2024.arabicnlp-1.34

M3 - Conference contribution/Paper

SP - 393

EP - 402

BT - Proceedings of The Second Arabic Natural Language Processing Conference

A2 - Habash, Nizar

PB - Association for Computational Linguistics (ACL Anthology)

CY - Kerrville, Texas

ER -