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Le modèle Transformer: un « couteau suisse » pour le traitement automatique des langues
In: Techniques de l'Ingenieur ; https://hal.archives-ouvertes.fr/hal-03619077 ; Techniques de l'Ingenieur, Techniques de l'ingénieur, 2022, ⟨10.51257/a-v1-in195⟩ ; https://www.techniques-ingenieur.fr/base-documentaire/innovation-th10/innovations-en-electronique-et-tic-42257210/transformer-des-reseaux-de-neurones-pour-le-traitement-automatique-des-langues-in195/ (2022)
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2
Multi language Email Classification Using Transfer learning
Abstract: In recent years Artificial Intelligence has become a core part of many businesses, from manufacturers to service providers, AI can be found helping to improve business processes as well as providing customized experiences and support for the customers. Natural language processing gives computers the ability to understand human language, recent breakthroughs in multilingual models bring us closer to overcome language barriers and achieve various tasks regardless of the language. This brings to companies the opportunity to process data and provide services to customers regardless of their language. In this dissertation, we review the progress of NLP towards multilingual text classification, our results suggest that using a machine translation to augment our corpora is a suitable approach to fine-tune multi-language models like XLM-Roberta, obtaing better results than zero-shot approaches. Our results also suggest that in domain pre-training can help to increase the performance of the classification for both monolingual and multi-language classifiers ; Dissertation presented as the partial requirement for obtaining a Master's degree in Information Management, specialization in Knowledge Management and Business Intelligence
Keyword: Customer Support; Deep Learning; Multi-Language Text Classification; Natural Language Processing; Supervised Machine Learning; Text Classification
URL: http://hdl.handle.net/10362/134446
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3
Representation learning of natural language and its application to language understanding and generation
Gong, Hongyu. - 2022
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4
Neural-based Knowledge Transfer in Natural Language Processing
Wang, Chao. - 2022
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5
Impact of textual data augmentation on linguistic pattern extraction to improve the idiomaticity of extractive summaries
In: Lecture Notes in Computer Science ; https://hal.archives-ouvertes.fr/hal-03271380 ; Matteo Golfarelli; Robert Wrembel. Lecture Notes in Computer Science, Springer, In press, Lecture Notes in Computer Science (2021)
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The Mapping of Deep Language Models on Brain Responses Primarily Depends on their Performance
In: https://hal.archives-ouvertes.fr/hal-03361439 ; 2021 (2021)
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7
A logistic regression model for predicting child language performance ; Un modèle de régression logistique pour la prédiction du développement langagier chez l'enfant
In: SIS 2021, 50th Annuale Conference of the Italian Statistical Society" ; https://hal.archives-ouvertes.fr/hal-03318721 ; SIS 2021, 50th Annuale Conference of the Italian Statistical Society", Jun 2021, Pise, Italy (2021)
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8
Hierarchical-Task Reservoir for Online Semantic Analysis from Continuous Speech
In: ISSN: 2162-237X ; IEEE Transactions on Neural Networks and Learning Systems ; https://hal.inria.fr/hal-03031413 ; IEEE Transactions on Neural Networks and Learning Systems, IEEE, 2021, ⟨10.1109/TNNLS.2021.3095140⟩ ; https://ieeexplore.ieee.org/abstract/document/9548713/metrics#metrics (2021)
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9
On Homophony and Rényi Entropy ...
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10
On Multi-domain Sentence Level Sentiment Analysis for Roman Urdu ...
Mehmood, Khawar. - : UNSW Sydney, 2021
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11
Generative Imagination Elevates Machine Translation ...
NAACL 2021 2021; Li, Lei; Long, Quanyu. - : Underline Science Inc., 2021
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Multilingual Email Zoning - Segmenting Multilingual Email Text Into Zones
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Contextualised sentiment analysis in the financial domain
Daudert, Tobias. - : NUI Galway, 2021
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14
Identity-Based Patterns in Deep Convolutional Networks: Generative Adversarial Phonology and Reduplication ...
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DiS-ReX: A Multilingual Dataset for Distantly Supervised Relation Extraction ...
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DiS-ReX: A Multilingual Dataset for Distantly Supervised Relation Extraction ...
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Graphs, Computation, and Language ...
Ustalov, Dmitry. - : Zenodo, 2021
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Signed Coreference Resolution ...
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Backtranslation in Neural Morphological Inflection ...
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Rule-based Morphological Inflection Improves Neural Terminology Translation ...
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