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Automated audio captioning by fine-tuning bart with audioset tags
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In: DCASE 2021 - 6th Workshop on Detection and Classification of Acoustic Scenes and Events ; https://hal.inria.fr/hal-03522488 ; DCASE 2021 - 6th Workshop on Detection and Classification of Acoustic Scenes and Events, Nov 2021, Virtual, Spain (2021)
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Seq-to-NSeq model for multi-summary generation
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In: ESANN 2020 ; https://hal.archives-ouvertes.fr/hal-02902734 ; ESANN 2020, Oct 2020, Bruges, Belgium (2020)
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Abstract:
International audience ; Summaries of texts and documents written by people present a high variability, depending on the information they want to focus on and their writing style. Despite recent progress in generative models and controllable text generation, automatic summarization systems are still relatively limited in their capacity to both generate various types of summaries and capture this variability from a corpus. We propose to address this challenge with a multi-decoder model for abstractive sentence summa-rization that generates several summaries from a single input text. This model is an extension of a sequence-to-sequence model in which multiple concurrent decoders with shared attention and embeddings are trained to generate different summaries that capture the variability of styles present in the corpus. The full model is trained jointly with an Expectation-Maximization algorithm. A first qualitative analysis of the resulting de-coders reveals clusters that tend to be consistent with respect to a given style, e.g., passive vs. active voice. The code and experimental setup are released as open source.
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Keyword:
[INFO.INFO-TT]Computer Science [cs]/Document and Text Processing
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URL: https://hal.archives-ouvertes.fr/hal-02902734/document https://hal.archives-ouvertes.fr/hal-02902734/file/esann.pdf https://hal.archives-ouvertes.fr/hal-02902734
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Quality of syntactic implication of RL-based sentence summarization
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In: AAAI Workshop on Engineering Dependable and Secure Machine Learning Systems 2020 ; https://hal.archives-ouvertes.fr/hal-02883327 ; AAAI Workshop on Engineering Dependable and Secure Machine Learning Systems 2020, Feb 2020, New York, United States (2020)
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RL extraction of syntax-based chunks for sentence compression
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In: ICANN 2019 ; https://hal.archives-ouvertes.fr/hal-02323821 ; ICANN 2019, Sep 2019, Munich, Germany. pp.337-347 (2019)
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Multi-Lingual Dialogue Act Recognition with Deep Learning Methods
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In: Interspeech 2019 ; https://hal.archives-ouvertes.fr/hal-02319818 ; Interspeech 2019, Sep 2019, Graz, Austria. ⟨10.21437/Interspeech.2019-1691⟩ (2019)
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Multi-lingual Dialogue Act Recognition with Deep Learning Methods ...
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On the Effects of Using word2vec Representations in Neural Networks for Dialogue Act Recognition
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In: ISSN: 0885-2308 ; EISSN: 1095-8363 ; Computer Speech and Language ; https://hal.archives-ouvertes.fr/hal-01581410 ; Computer Speech and Language, Elsevier, 2018, 47, pp.175 - 193. ⟨10.1016/j.csl.2017.07.009⟩ (2018)
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Weakly-supervised text-to-speech alignment confidence measure
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In: International Conference on Computational Linguistics (COLING) ; https://hal.archives-ouvertes.fr/hal-01378355 ; International Conference on Computational Linguistics (COLING), Dec 2016, Osaka, Japan (2016)
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Semi-supervised SRL system with Bayesian inference
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In: 15th International Conference on Intelligent Text Processing and Computational Linguistics ; https://hal.archives-ouvertes.fr/hal-01015414 ; 15th International Conference on Intelligent Text Processing and Computational Linguistics, Apr 2014, Kathmandu, Nepal. pp.433 (2014)
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Bayesian Inverse Reinforcement Learning for Modeling Conversational Agents in a Virtual Environment.
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In: Lecture Notes on Computer Science ; Conference on Intelligent Text Processing and Computational Linguistics ; https://hal.inria.fr/hal-01002361 ; Conference on Intelligent Text Processing and Computational Linguistics, Alexander Gelbukh, Apr 2014, Kathmandu, Nepal (2014)
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Proceedings of the 14th Annual Conference of the International Speech Communication Association (Interspeech), 25-29 August 2013, Lyon (France)
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In: https://hal.archives-ouvertes.fr/hal-00931864 ; France. International Speech Communication Association (ISCA), over 3500 p., 2013 (2013)
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Unsupervised frame based Semantic Role Induction: application to French and English
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In: Proceedings of the ACL 2012 Joint Workshop on Statistical Parsing and Semantic Processing of Morphologically Rich Languages ; https://hal.archives-ouvertes.fr/hal-00758506 ; Proceedings of the ACL 2012 Joint Workshop on Statistical Parsing and Semantic Processing of Morphologically Rich Languages, Jul 2012, Jeju, South Korea. pp.30--35 (2012)
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Vers la détection des dislocations à gauche dans les transcriptions automatiques du Français parlé / Towards automatic recognition of left dislocation in transcriptions of Spoken French
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In: Traitement Automatique des Langues Naturelles - TALN'2011 ; https://hal.archives-ouvertes.fr/hal-00600510 ; Traitement Automatique des Langues Naturelles - TALN'2011, Jun 2011, Montpellier, France. pp.6 (2011)
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Dialogue act recognition approaches
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In: ISSN: 1335-9150 ; Computing and Informatics ; https://hal.inria.fr/inria-00431396 ; Computing and Informatics, Slovak University Press, Bratislava, 2010, 29 (2), pp.227--250 (2010)
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Semi-Automatic Propbanking for French
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In: TLT9 - The Ninth International Workshop on Treebanks and Linguistic Theories ; https://hal.inria.fr/inria-00537148 ; TLT9 - The Ninth International Workshop on Treebanks and Linguistic Theories, Dec 2010, Tartu, Estonia (2010)
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Quelques contributions en reconnaissance automatique de la parole robuste
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In: https://tel.archives-ouvertes.fr/tel-00579816 ; Interface homme-machine [cs.HC]. Université Henri Poincaré - Nancy I, 2010 (2010)
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Building and Exploiting a Dependency Treebank for French Radio Broadcast
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In: TLT9 -- the ninth international workshop on Treebanks and Linguistic Theories ; https://hal.inria.fr/inria-00537147 ; TLT9 -- the ninth international workshop on Treebanks and Linguistic Theories, Dec 2010, Tartu, Estonia (2010)
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