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1
Automatic Detection of Entity-Manipulated Text using Factual Knowledge ...
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Towards Afrocentric NLP for African Languages: Where We Are and Where We Can Go ...
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3
Self-Training Pre-Trained Language Models for Zero- and Few-Shot Multi-Dialectal Arabic Sequence Labeling ...
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4
Investigating Code-Mixed Modern Standard Arabic-Egyptian to English Machine Translation ...
Abstract: Recent progress in neural machine translation (NMT) has made it possible to translate successfully between monolingual language pairs where large parallel data exist, with pre-trained models improving performance even further. Although there exists work on translating in code-mixed settings (where one of the pairs includes text from two or more languages), it is still unclear what recent success in NMT and language modeling exactly means for translating code-mixed text. We investigate one such context, namely MT from code-mixed Modern Standard Arabic and Egyptian Arabic (MSAEA) into English. We develop models under different conditions, employing both (i) standard end-to-end sequence-to-sequence (S2S) Transformers trained from scratch and (ii) pre-trained S2S language models (LMs). We are able to acquire reasonable performance using only MSA-EN parallel data with S2S models trained from scratch. We also find LMs fine-tuned on data from various Arabic dialects to help the MSAEA-EN task. Our work is in the ... : CALCS2021, colocated with NAACL-2021 ...
Keyword: Computation and Language cs.CL; FOS Computer and information sciences; Machine Learning cs.LG
URL: https://dx.doi.org/10.48550/arxiv.2105.13573
https://arxiv.org/abs/2105.13573
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5
NADI 2021: The Second Nuanced Arabic Dialect Identification Shared Task ...
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6
Translating the Unseen? Yoruba-English MT in Low-Resource, Morphologically-Unmarked Settings ...
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7
Exploring Text-to-Text Transformers for English to Hinglish Machine Translation with Synthetic Code-Mixing ...
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8
ARBERT & MARBERT: Deep Bidirectional Transformers for Arabic ...
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9
AraT5: Text-to-Text Transformers for Arabic Language Generation ...
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10
ARBERT & MARBERT: Deep Bidirectional Transformers for Arabic ...
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11
NADI 2020: The First Nuanced Arabic Dialect Identification Shared Task ...
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12
DiaLex: A Benchmark for Evaluating Multidialectal Arabic Word Embeddings ...
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13
Mega-COV: A Billion-Scale Dataset of 100+ Languages for COVID-19 ...
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14
One Model to Pronounce Them All: Multilingual Grapheme-to-Phoneme Conversion With a Transformer Ensemble ...
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15
Toward Micro-Dialect Identification in Diaglossic and Code-Switched Environments ...
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16
Automatic Detection of Machine Generated Text: A Critical Survey ...
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17
NADI 2020: The First Nuanced Arabic Dialect Identification Shared Task ...
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18
Proceedings of the Fifth Arabic Natural Language Processing Workshop
Bouamor, Houda; Zaghouani, Wajdi. - : Association for Computational Linguistics, 2020
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19
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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20
AraNet: A Deep Learning Toolkit for Arabic Social Media ...
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