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Les pronoms possessifs du ḥassāniyya, entre héritage et innovation due au contact
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In: Studies on Arabic Dialectology and Sociolinguistics. Proceedings of the 13th International Conference of AIDA, June 10-13, 2019 ; https://halshs.archives-ouvertes.fr/halshs-03088164 ; G. Chikovani; Z. Tskhvediani. Studies on Arabic Dialectology and Sociolinguistics. Proceedings of the 13th International Conference of AIDA, June 10-13, 2019, Akaki Tsereteli State University, pp.275-284, 2022, ISBN 978-9941-495-52-6 (2022)
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AraConv: Developing an Arabic Task-Oriented Dialogue System Using Multi-Lingual Transformer Model mT5
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In: Applied Sciences; Volume 12; Issue 4; Pages: 1881 (2022)
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Abstract:
Task-oriented dialogue systems (DS) are designed to help users perform daily activities using natural language. Task-oriented DS for English language have demonstrated promising performance outcomes; however, developing such systems to support Arabic remains a challenge. This challenge is mainly due to the lack of Arabic dialogue datasets. This study introduces the first Arabic end-to-end generative model for task-oriented DS (AraConv), which uses the multi-lingual transformer model mT5 with different settings. We also present an Arabic dialogue dataset (Arabic-TOD) and used it to train and test the proposed AraConv model. The results obtained are reasonable compared to those reported in the studies of English and Chinese using the same mono-lingual settings. To avoid problems associated with a small training dataset and to improve the AraConv model’s results, we suggest joint-training, in which the model is jointly trained on Arabic dialogue data and data from one or two high-resource languages such as English and Chinese. The findings indicate the AraConv model performed better in the joint-training setting than in the mono-lingual setting. The results obtained from AraConv on the Arabic dialogue dataset provide a baseline for other researchers to build robust end-to-end Arabic task-oriented DS that can engage with complex scenarios.
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Keyword:
Arabic; mT5; multi-lingual transformer model; natural language processing; task-oriented dialogue systems
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URL: https://doi.org/10.3390/app12041881
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Segmental and Prosodic Evidence for Property-by-Property Transfer in L3 English in Northern Africa
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In: Languages; Volume 7; Issue 1; Pages: 28 (2022)
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Transcultural and familial factors in bilingualism and language transmission: A qualitative study of maternal representations of French-Maghrebi Arabic bilingual children
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In: ISSN: 1363-4615 ; Transcultural Psychiatry ; https://hal.archives-ouvertes.fr/hal-03487806 ; Transcultural Psychiatry, SAGE Publications, 2021, 58 (6), pp.804-816. ⟨10.1177/13634615211011846⟩ (2021)
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An Arabic Transformation Based Approach to Automatic Paraphrasing of Syntactic Sentences
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In: ISSN: 1539-8072 ; Sino-US English Teaching ; https://hal.archives-ouvertes.fr/hal-03280191 ; Sino-US English Teaching, 2021, 18 (6), pp.137-146. ⟨10.17265/1539-8072/2021.06.001⟩ (2021)
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Pattern borrowing and hybridization in Mubi (East Chadic): The importance of congruence
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In: ISSN: 1750-1245 ; EISSN: 1755-2036 ; Word Structure ; https://halshs.archives-ouvertes.fr/halshs-03507468 ; Word Structure, [Edinburgh]: Edinburgh University Press, 2021, Morphology in Contact, 14 (2), pp.246-270. ⟨10.3366/word.2021.0189⟩ (2021)
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Social isolation and vocabulary development: Insights from families with varying SES in Saudi Arabia ...
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Facebook dialect: orthographical standardisation in Romanised Lebanese-Arabic ...
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A Codicological and Linguistic Typology of Common Torah Codices from the Cairo Genizah ...
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The Comparison of the Formation of Indonesian and Arabic Plural Meanings (Contrastive Analysis)
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In: JURNAL ARBITRER; Vol 8, No 1 (2021); 25-34 ; 2550-1011 ; 2339-1162 (2021)
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THE ARABIC LEXICAL UNITS IN MEDIEVAL LITERARY AZERBAIJANI ... : Арабские лексические единицы в средневековом литературном азербайджанском языке ...
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Suleymanov, S.S.. - : Северо-Восточный федеральный университет имени М.К. Аммосова, 2021
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СПОСОБЫ СЛОВООБРАЗОВАНИЯ В АРАБСКОМ И АВАРСКОМ ЯЗЫКАХ ... : METHODS OF WORD FORMATION IN THE ARABIC AND AVAR LANGUAGES ...
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Palestinian Evangelical Christian Music in Bethlehem, Israel/Palestine
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In: Senior Honors Theses (2021)
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ВАРИАТИВНОСТЬ В АРАБСКОМ ЯЗЫКЕ ... : VARIATION IN ARABIC ...
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Pattern borrowing and hybridization in Mubi (East Chadic): The importance of congruence
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In: ISSN: 1750-1245 ; EISSN: 1755-2036 ; Word Structure ; https://halshs.archives-ouvertes.fr/halshs-03507468 ; Word Structure, [Edinburgh]: Edinburgh University Press, 2021, Morphology in Contact, 14 (2), pp.246-270. ⟨10.3366/word.2021.0189⟩ (2021)
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Changes in Muṯallaṯ Arabic color language and cognition induced by contact with Modern Hebrew
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Facebook dialect: orthographical standardisation in Romanised Lebanese-Arabic
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Arabic language learning anxiety in Chinese social media: a study of discursive habitus and language symbolism
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In: Onomázein: Revista de lingüística, filología y traducción de la Pontificia Universidad Católica de Chile, ISSN 0718-5758, Nº. 9, 2021 (Ejemplar dedicado a: Didáctica de lenguas extranjeras en China: situación actual y perspectivas para el futuro), pags. 88-104 (2021)
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(M)other Lands, (M)other Tongues: Resistance to the Linear in Two Postcolonial Moroccan Texts
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In: Senior Projects Spring 2020 (2020)
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