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NADI 2021: The Second Nuanced Arabic Dialect Identification Shared Task ...
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The Interplay of Variant, Size, and Task Type in Arabic Pre-trained Language Models ...
Abstract: In this paper, we explore the effects of language variants, data sizes, and fine-tuning task types in Arabic pre-trained language models. To do so, we build three pre-trained language models across three variants of Arabic: Modern Standard Arabic (MSA), dialectal Arabic, and classical Arabic, in addition to a fourth language model which is pre-trained on a mix of the three. We also examine the importance of pre-training data size by building additional models that are pre-trained on a scaled-down set of the MSA variant. We compare our different models to each other, as well as to eight publicly available models by fine-tuning them on five NLP tasks spanning 12 datasets. Our results suggest that the variant proximity of pre-training data to fine-tuning data is more important than the pre-training data size. We exploit this insight in defining an optimized system selection model for the studied tasks. ... : Accepted to WANLP 2021 ...
Keyword: Computation and Language cs.CL; FOS Computer and information sciences
URL: https://dx.doi.org/10.48550/arxiv.2103.06678
https://arxiv.org/abs/2103.06678
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NADI 2020: The First Nuanced Arabic Dialect Identification Shared Task ...
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4
A Panoramic Survey of Natural Language Processing in the Arab World ...
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5
NADI 2020: The First Nuanced Arabic Dialect Identification Shared Task ...
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6
Gender-Aware Reinflectionusing Linguistically Enhanced Neural Models ...
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7
Proceedings of the 1st Joint Workshop on Financial Narrative Processing and MultiLing Financial Summarisation
El-Haj, Mahmoud; Rayson, Paul; Athanasakou, Vasiliki. - : Association for Computational Linguistics, 2020
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8
Proceedings of the Fifth Arabic Natural Language Processing Workshop
Bouamor, Houda; Zaghouani, Wajdi. - : Association for Computational Linguistics, 2020
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9
AraWEAT: Multidimensional analysis of biases in Arabic word embeddings
Lauscher, Anne; Takieddin, Rafik; Ponzetto, Simone Paolo. - : Association for Computational Linguistics, 2020
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10
Proceedings of the Second Financial Narrative Processing Workshop (FNP 2019)
El-Haj, Mahmoud; Rayson, Paul; Young, Steven. - : Association for Computational Linguistics, 2019
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11
YouDACC: the Youtube Dialectal Arabic Commentary Corpus ...
Salama, Ahmed; Bouamor, Houda; Behrang Mohit. - : Carnegie Mellon University, 2018
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12
YouDACC: the Youtube Dialectal Arabic Commentary Corpus ...
Salama, Ahmed; Bouamor, Houda; Behrang Mohit. - : Carnegie Mellon University, 2018
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13
MADARi: A Web Interface for Joint Arabic Morphological Annotation and Spelling Correction ...
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14
A Pilot Study on Arabic Multi-Genre Corpus Diacritization Annotation ...
Bouamor, Houda; Zaghouani, Wajdi; Diab, Mona. - : Carnegie Mellon University, 2018
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15
A Pilot Study on Arabic Multi-Genre Corpus Diacritization Annotation ...
Bouamor, Houda; Zaghouani, Wajdi; Diab, Mona. - : Carnegie Mellon University, 2018
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16
Low Resourced Machine Translation via Morpho-syntactic Modeling: The Case of Dialectal Arabic ...
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17
DALILA: The Dialectal Arabic Linguistic Learning Assistant
In: Language Resources and Evaluation Conference ; https://hal.archives-ouvertes.fr/hal-01349203 ; Language Resources and Evaluation Conference, 2016, Portoroz, Slovenia (2016)
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18
QCMUQ@QALB-2015 Shared Task: Combining Character level MT and Error-tolerant Finite-State Recognition for Arabic Spelling Correction ...
Bouamor, Houda; Sajjad, Hassan; Durrani, Nadir. - : Carnegie Mellon University, 2015
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19
QCMUQ@QALB-2015 Shared Task: Combining Character level MT and Error-tolerant Finite-State Recognition for Arabic Spelling Correction ...
Bouamor, Houda; Sajjad, Hassan; Durrani, Nadir. - : Carnegie Mellon University, 2015
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20
Domain and Dialect Adaptation for Machine Translation into Egyptian Arabic ...
Jeblee, Serena; Freely, Weston; Bouamor, Houda. - : Carnegie Mellon University, 2014
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