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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 ...
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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 ...
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Keyword:
Computation and Language cs.CL; FOS Computer and information sciences
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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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A Panoramic Survey of Natural Language Processing in the Arab World ...
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NADI 2020: The First Nuanced Arabic Dialect Identification Shared Task ...
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Gender-Aware Reinflectionusing Linguistically Enhanced Neural Models ...
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Proceedings of the 1st Joint Workshop on Financial Narrative Processing and MultiLing Financial Summarisation
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Proceedings of the Fifth Arabic Natural Language Processing Workshop
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AraWEAT: Multidimensional analysis of biases in Arabic word embeddings
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Proceedings of the Second Financial Narrative Processing Workshop (FNP 2019)
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YouDACC: the Youtube Dialectal Arabic Commentary Corpus ...
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YouDACC: the Youtube Dialectal Arabic Commentary Corpus ...
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MADARi: A Web Interface for Joint Arabic Morphological Annotation and Spelling Correction ...
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A Pilot Study on Arabic Multi-Genre Corpus Diacritization Annotation ...
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A Pilot Study on Arabic Multi-Genre Corpus Diacritization Annotation ...
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Low Resourced Machine Translation via Morpho-syntactic Modeling: The Case of Dialectal Arabic ...
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DALILA: The Dialectal Arabic Linguistic Learning Assistant
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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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QCMUQ@QALB-2015 Shared Task: Combining Character level MT and Error-tolerant Finite-State Recognition for Arabic Spelling Correction ...
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QCMUQ@QALB-2015 Shared Task: Combining Character level MT and Error-tolerant Finite-State Recognition for Arabic Spelling Correction ...
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Domain and Dialect Adaptation for Machine Translation into Egyptian Arabic ...
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