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Simple Search
Hits 1 – 15 of 15
1
Pre-Training BERT on Arabic Tweets: Practical Considerations ...
Abdelali, Ahmed
;
Hassan, Sabit
;
Mubarak, Hamdy
. - : arXiv, 2021
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2
Cross-lingual Emotion Detection ...
Hassan, Sabit
;
Shaar, Shaden
;
Darwish, Kareem
. - : arXiv, 2021
Abstract:
Emotion detection is of great importance for understanding humans. Constructing annotated datasets to train automated models can be expensive. We explore the efficacy of cross-lingual approaches that would use data from a source language to build models for emotion detection in a target language. We compare three approaches, namely: i) using inherently multilingual models; ii) translating training data into the target language; and iii) using an automatically tagged parallel corpus. In our study, we consider English as the source language with Arabic and Spanish as target languages. We study the effectiveness of different classification models such as BERT and SVMs trained with different features. Our BERT-based monolingual models that are trained on target language data surpass state-of-the-art (SOTA) by 4% and 5% absolute Jaccard score for Arabic and Spanish respectively. Next, we show that using cross-lingual approaches with English data alone, we can achieve more than 90% and 80% relative effectiveness ...
Keyword:
Computation and Language cs.CL
;
FOS Computer and information sciences
URL:
https://arxiv.org/abs/2106.06017
https://dx.doi.org/10.48550/arxiv.2106.06017
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3
Arabic Offensive Language on Twitter: Analysis and Experiments ...
Mubarak, Hamdy
;
Rashed, Ammar
;
Darwish, Kareem
. - : arXiv, 2020
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4
Arabic Dialect Identification in the Wild ...
Abdelali, Ahmed
;
Mubarak, Hamdy
;
Samih, Younes
. - : arXiv, 2020
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5
Embeddings-Based Clustering for Target Specific Stances: The Case of a Polarized Turkey ...
Rashed, Ammar
;
Kutlu, Mucahid
;
Darwish, Kareem
. - : arXiv, 2020
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6
A Panoramic Survey of Natural Language Processing in the Arab World ...
Darwish, Kareem
;
Habash, Nizar
;
Abbas, Mourad
. - : arXiv, 2020
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7
Arabic Curriculum Analysis ...
The 28th International Conference on Computational Linguistics 2020
;
Abdelali, Ahmed
;
Darwish, Kareem
. - : Underline Science Inc., 2020
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8
Arabic Diacritic Recovery Using a Feature-Rich biLSTM Model ...
Darwish, Kareem
;
Abdelali, Ahmed
;
Mubarak, Hamdy
. - : arXiv, 2020
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9
Diacritization of Maghrebi Arabic Sub-Dialects ...
Abdelali, Ahmed
;
Attia, Mohammed
;
Samih, Younes
. - : arXiv, 2018
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10
Identifying effective translations for cross-lingual Arabic-to-English user-generated speech search
Khwileh, Ahmad
;
Way, Andy
;
Jones, Gareth J.F.
...
In: Khwileh, Ahmad, Afli, Haithem orcid:0000-0002-7449-4707 , Jones, Gareth J.F. orcid:0000-0003-2923-8365 and Way, Andy orcid:0000-0001-5736-5930 (2017) Identifying effective translations for cross-lingual Arabic-to-English user-generated speech search. In: Third Arabic Natural Language Processing Workshop (WANLP), 3 Apr 2017, Valencia, Spain. (2017)
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11
Arabic Multi-Dialect Segmentation: bi-LSTM-CRF vs. SVM ...
Eldesouki, Mohamed
;
Samih, Younes
;
Abdelali, Ahmed
. - : arXiv, 2017
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12
Randomized greedy inference for joint segmentation, POS tagging and dependency parsing
Zhang, Yuan
;
Li, Chengtao
;
Barzilay, Regina
...
In: MIT Web Domain (2015)
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13
Arabizi Detection and Conversion to Arabic ...
Darwish, Kareem
. - : arXiv, 2013
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14
CLIR Experiments at Maryland for TREC-2002: Evidence Combination for Arabic-English Retrieval
Darwish, Kareem
;
Oard, Douglas W.
In: DTIC (2003)
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15
CLIR Experiments at Maryland for TREC-2002: Evidence Combination for Arabic-English Retrieval
Darwish, Kareem
;
Oard, Douglas W.
In: DTIC (2002)
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