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ANR-16-CONV-0002,ILCB,ILCB: Institute of Language Communication and the Brain(2016) (4)
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2018 (4)
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Hits 1 – 4 of 4
1
Handling Normalization Issues for Part-of-Speech Tagging of Online Conversational Text
Damnati, Géraldine
;
Auguste, Jeremy
;
Nasr, Alexis
;
Charlet, Delphine
;
Heinecke, Johannes
;
Bechet, Frédéric
In: LREC proceedings ; Eleventh International Conference on Language Resources and Evaluation (LREC 2018) ; https://hal.archives-ouvertes.fr/hal-01943391 ; Eleventh International Conference on Language Resources and Evaluation (LREC 2018), 2018, Miyazaki, Japan (2018)
Abstract:
International audience ; For the purpose of POS tagging noisy user-generated text, should normalization be handled as a preliminary task or is it possibleto handle misspelled words directly in the POS tagging model? We propose in this paper a combined approach where some errorsare normalized before tagging, while a Gated Recurrent Unit deep neural network based tagger handles the remaining errors. Wordembeddings are trained on a large corpus in order to address both normalization and POS tagging. Experiments are run on ContactCenter chat conversations, a particular type of formal Computer Mediated Communication data.
Keyword:
[INFO.INFO-CL]Computer Science [cs]/Computation and Language [cs.CL]
;
[INFO.INFO-LG]Computer Science [cs]/Machine Learning [cs.LG]
;
[INFO.INFO-NE]Computer Science [cs]/Neural and Evolutionary Computing [cs.NE]
;
[INFO.INFO-TT]Computer Science [cs]/Document and Text Processing
;
Computer Mediated Communication
;
Part of Speech Tagging
;
Spelling Error Correction
URL:
https://hal.archives-ouvertes.fr/hal-01943391
https://hal.archives-ouvertes.fr/hal-01943391/document
https://hal.archives-ouvertes.fr/hal-01943391/file/357.pdf
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2
Dialog Acts Annotations for Online Chats ; Annotation en Actes de Dialogue pour les Conversations d’Assistance en Ligne
Perrotin, Robin
;
Nasr, Alexis
;
Auguste, Jeremy
In: Actes TALN-RECITAL 2018 ; 25e conférence sur le Traitement Automatique des Langues Naturelles (TALN) ; https://hal.archives-ouvertes.fr/hal-01943345 ; 25e conférence sur le Traitement Automatique des Langues Naturelles (TALN), 2018, Rennes, France (2018)
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3
Correction automatique d'attachements prépositionnels par utilisation de traits visuels
Delecraz, Sebastien
;
Becerra-Bonache, Leonor
;
Favre, Benoit
...
In: 25ème conférence sur le Traitement Automatique des Langues Naturelles ; https://hal.archives-ouvertes.fr/hal-01832979 ; 25ème conférence sur le Traitement Automatique des Langues Naturelles, May 2018, Rennes, France (2018)
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4
Adding Syntactic Annotations to Flickr30k Entities Corpus for Multimodal Ambiguous Prepositional-Phrase Attachment Resolution
Delecraz, Sebastien
;
Nasr, Alexis
;
Béchet, Frédéric
...
In: 11th edition of the Language Resources and Evaluation Conference ; https://hal.archives-ouvertes.fr/hal-01832930 ; 11th edition of the Language Resources and Evaluation Conference, May 2018, Miyazaki, Japan (2018)
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