Abstract
This paper presents the findings from our participation in the 6th Workshop on Open-Source Arabic Corpora and Processing Tools (OSACT6) in 2024. Our specific focus was on the second task (Task 2), which involved translating text at the sentence level from five distinct Dialectal Arabic (DA) (Gulf, Egyptian, Levantine, Iraqi, and Maghrebi) into Modern Standard Arabic (MSA). Our team, Sirius_Translators, fine-tuned four AraT5 models namely; AraT5 base, AraT5v2-base-1024, AraT5-MSA-Small, and AraT5-MSA-Base for the Arabic machine translation (MT) task. These models were fine-tuned using a variety of parallel corpora containing Dialectal Arabic and Modern Standard Arabic. Based on the evaluation results of OSACT6 2024 Shared Task2, our fine-tuned AraT5v2-base-1024 model achieved an overall BLEU score of 21.0 on the development (Dev) set and 9.57 on the test set, respectively.- Anthology ID:
- 2024.osact-1.15
- Volume:
- Proceedings of the 6th Workshop on Open-Source Arabic Corpora and Processing Tools (OSACT) with Shared Tasks on Arabic LLMs Hallucination and Dialect to MSA Machine Translation @ LREC-COLING 2024
- Month:
- May
- Year:
- 2024
- Address:
- Torino, Italia
- Editors:
- Hend Al-Khalifa, Kareem Darwish, Hamdy Mubarak, Mona Ali, Tamer Elsayed
- Venues:
- OSACT | WS
- SIG:
- Publisher:
- ELRA and ICCL
- Note:
- Pages:
- 117–123
- Language:
- URL:
- https://aclanthology.org/2024.osact-1.15
- DOI:
- Cite (ACL):
- Salwa Saad Alahmari. 2024. Sirius_Translators at OSACT6 2024 Shared Task: Fin-tuning Ara-T5 Models for Translating Arabic Dialectal Text to Modern Standard Arabic. In Proceedings of the 6th Workshop on Open-Source Arabic Corpora and Processing Tools (OSACT) with Shared Tasks on Arabic LLMs Hallucination and Dialect to MSA Machine Translation @ LREC-COLING 2024, pages 117–123, Torino, Italia. ELRA and ICCL.
- Cite (Informal):
- Sirius_Translators at OSACT6 2024 Shared Task: Fin-tuning Ara-T5 Models for Translating Arabic Dialectal Text to Modern Standard Arabic (Alahmari, OSACT-WS 2024)
- PDF:
- https://preview.aclanthology.org/nschneid-patch-4/2024.osact-1.15.pdf