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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
On Homophony and Rényi Entropy ...
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On Multi-domain Sentence Level Sentiment Analysis for Roman Urdu ...
Mehmood, Khawar. - : UNSW Sydney, 2021
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4
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
Abstract: Dissertation presented as the partial requirement for obtaining a Master's degree in Information Management, specialization in Knowledge Management and Business Intelligence ; The segmentation of emails into functional zones (also dubbed email zoning) is a relevant preprocessing step for most NLP tasks that deal with emails. In this research, we analyze in depth the email zoning literature and develop a business case around CLEVERLY AI, a company from the Customer Service sector. We design a new email zoning classification schema and collect a multilingual corpus of emails from CLEVERLY AI clients. We develop five neural network-based email zoning systems, among those systems, we introduce OKAPI, the first multilingual email zoning model based on a language agnostic sentence encoder. Besides outperforming our other systems when tested on CLEVERLY’s emails, OKAPI shows competitive performances with current English public benchmarks and reached new state-of-the-art results for English domain adaptation tasks. Moreover, we release a new multilingual benchmark, composed of 625 emails in Portuguese, Spanish and French, and demonstrate OKAPI can effectively generalize its learnings for unseen languages.
Keyword: Customer Service; Email Zoning; Machine Learning; Multilingual; Natural Language Processing; Text Segmentation
URL: http://hdl.handle.net/10362/119831
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6
Contextualised sentiment analysis in the financial domain
Daudert, Tobias. - : NUI Galway, 2021
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7
Identity-Based Patterns in Deep Convolutional Networks: Generative Adversarial Phonology and Reduplication ...
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8
Signed Coreference Resolution ...
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9
Backtranslation in Neural Morphological Inflection ...
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10
Rule-based Morphological Inflection Improves Neural Terminology Translation ...
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11
Translating Headers of Tabular Data: A Pilot Study of Schema Translation ...
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12
A Prototype Free/Open-Source Morphological Analyser and Generator for Sakha ...
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13
Automatic Error Type Annotation for Arabic ...
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14
Developing Conversational Data and Detection of Conversational Humor in Telugu ...
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15
An Information-Theoretic Characterization of Morphological Fusion ...
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16
Cross-document Event Identity via Dense Annotation ...
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17
Navigating the Kaleidoscope of COVID-19 Misinformation Using Deep Learning ...
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18
(Mis)alignment Between Stance Expressed in Social Media Data and Public Opinion Surveys ...
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19
Adversarial Regularization as Stackelberg Game: An Unrolled Optimization Approach ...
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20
Rewards with Negative Examples for Reinforced Topic-Focused Abstractive Summarization ...
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