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All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year Sort by creator [A → Z]' creator [Z → A]' publishing year ↑ (asc)' publishing year ↓ (desc)' title [A → Z]' title [Z → A]' Simple Search Hits 1 – 8 of 8 1 NADI 2021: The Second Nuanced Arabic Dialect Identification Shared Task ... Abdul-Mageed, Muhammad; Zhang, Chiyu; Elmadany, AbdelRahim. - : arXiv, 2021 BASE Show details 2 NADI 2020: The First Nuanced Arabic Dialect Identification Shared Task ... Abdul-Mageed, Muhammad; Zhang, Chiyu; Bouamor, Houda. - : arXiv, 2020 BASE Show details 3 Toward Micro-Dialect Identification in Diaglossic and Code-Switched Environments ... Abdul-Mageed, Muhammad; Zhang, Chiyu; Elmadany, AbdelRahim; Ungar, Lyle. - : arXiv, 2020 Abstract: Although the prediction of dialects is an important language processing task, with a wide range of applications, existing work is largely limited to coarse-grained varieties. Inspired by geolocation research, we propose the novel task of Micro-Dialect Identification (MDI) and introduce MARBERT, a new language model with striking abilities to predict a fine-grained variety (as small as that of a city) given a single, short message. For modeling, we offer a range of novel spatially and linguistically-motivated multi-task learning models. To showcase the utility of our models, we introduce a new, large-scale dataset of Arabic micro-varieties (low-resource) suited to our tasks. MARBERT predicts micro-dialects with 9.9% F1, ~76X better than a majority class baseline. Our new language model also establishes new state-of-the-art on several external tasks. ... : Accepted in EMNLP 2020 ... Keyword: Artificial Intelligence cs.AI; Computation and Language cs.CL; FOS Computer and information sciences URL: https://dx.doi.org/10.48550/arxiv.2010.04900 https://arxiv.org/abs/2010.04900 BASE Hide details 4 NADI 2020: The First Nuanced Arabic Dialect Identification Shared Task ... The 28th International Conference on Computational Linguistics 2020; Abdul-Mageed, Muhammad; Bouamor, Houda. - : Underline Science Inc., 2020 BASE Show details 5 AraNet: A Deep Learning Toolkit for Arabic Social Media ... Abdul-Mageed, Muhammad; Zhang, Chiyu; Hashemi, Azadeh. - : arXiv, 2019 BASE Show details 6 BERT-Based Arabic Social Media Author Profiling ... Zhang, Chiyu; Abdul-Mageed, Muhammad. - : arXiv, 2019 BASE Show details 7 Multi-Task Bidirectional Transformer Representations for Irony Detection ... Zhang, Chiyu; Abdul-Mageed, Muhammad. - : arXiv, 2019 BASE Show details 8 DiaNet: BERT and Hierarchical Attention Multi-Task Learning of Fine-Grained Dialect ... Abdul-Mageed, Muhammad; Zhang, Chiyu; Elmadany, AbdelRahim. - : arXiv, 2019 BASE Show details

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