Scientific publications

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2022

L. Lupo, Marco Dinarelli, L. Besacier
Focused Concatenation for Context-Aware Neural Machine Translation
Seventh Conference on Machine Translation, Abu Dhabi, 2022.

Focused Concatenation for Context-Aware Neural Machine Translation pdf file

Focused Concatenation for Context-Aware Neural Machine Translation BibTex reference

Marco Dinarelli, M. Naguib, F. Portet
Toward Low-Cost End-to-End Spoken Language Understanding
Interspeech, Incheon, Korea, 2022.

Toward Low-Cost End-to-End Spoken Language Understanding pdf file

Toward Low-Cost End-to-End Spoken Language Understanding BibTex reference

M. Naguib, F. Portet, Marco Dinarelli
Vers la compréhension automatique de la parole bout-en-bout à moindre effort
Traitement Automatique des Langues Naturelles, Avignon, France, 2022.

Vers la compréhension automatique de la parole bout-en-bout à moindre effort pdf file

Vers la compréhension automatique de la parole bout-en-bout à moindre effort BibTex reference

E. Gugliotta, Marco Dinarelli
TArC: Tunisian Arabish Corpus, First complete release
Language Resources and Evaluation Conference (LREC), Marseille, France, 2022.

TArC: Tunisian Arabish Corpus, First complete release pdf file

TArC: Tunisian Arabish Corpus, First complete release BibTex reference

S. Evain, H. Nguyen, H. Le, M. Zanon Boito, S. Mdhaffar, S. Alisamir, Z. Tong, N. Tomashenko, Marco Dinarelli, T. Parcollet, A. Allauzen, Y. Esteve, B. Lecouteux, F. Portet, S. Rossato, F. Ringeval, D. Schwab, L. Besacier
LeBenchmark, un référentiel d'évaluation pour le français oral
Journée d'Étude sur la Parole, Île de Noirmoutier, France, 2022.

LeBenchmark, un référentiel d'évaluation pour le français oral pdf file

LeBenchmark, un référentiel d'évaluation pour le français oral BibTex reference

S. Evain, H. Nguyen, H. Le, M. Zanon Boito, S. Mdhaffar, S. Alisamir, Z. Tong, N. Tomashenko, Marco Dinarelli, T. Parcollet, A. Allauzen, Y. Esteve, B. Lecouteux, F. Portet, S. Rossato, F. Ringeval, D. Schwab, L. Besacier
Modèles neuronaux pré-appris par auto-supervision sur des enregistrements de parole en français
Journée d'Étude sur la Parole, Île de Noirmoutier, France, 2022.

Modèles neuronaux pré-appris par auto-supervision sur des enregistrements de parole en français pdf file

Modèles neuronaux pré-appris par auto-supervision sur des enregistrements de parole en français BibTex reference

L. Lupo, Marco Dinarelli, L. Besacier
Divide and Rule: Effective Pre-Training for Context-Aware Multi-Encoder Translation Models
Association for Computational Linguistics, 2022.
Pre-print of an earlier version available on arXiv

Divide and Rule: Effective Pre-Training for Context-Aware Multi-Encoder Translation Models pdf file

Divide and Rule: Effective Pre-Training for Context-Aware Multi-Encoder Translation Models BibTex reference

2021

S. Evain, H. Nguyen, H. Le, M. Zanon Boito, S. Mdhaffar, S. Alisamir, Z. Tong, N. Tomashenko, Marco Dinarelli, T. Parcollet, A. Allauzen, Y. Esteve, B. Lecouteux, F. Portet, S. Rossato, F. Ringeval, D. Schwab, L. Besacier
Task Agnostic and Task Specific Self-Supervised Learning from Speech with LeBenchmark
In proceedings of NeurIPS, Datasets and Benchmarks Track, 2021.

Task Agnostic and Task Specific Self-Supervised Learning from Speech with LeBenchmark pdf file

Task Agnostic and Task Specific Self-Supervised Learning from Speech with LeBenchmark BibTex reference

S. Evain, H. Nguyen, H. Le, M. Zanon Boito, S. Mdhaffar, S. Alisamir, Z. Tong, N. Tomashenko, Marco Dinarelli, T. Parcollet, A. Allauzen, Y. Esteve, B. Lecouteux, F. Portet, S. Rossato, F. Ringeval, D. Schwab, L. Besacier
LeBenchmark: A Reproducible Framework for Assessing Self-Supervised Representation Learning from Speech
In proceedings of Interspeech, Brno, Czech, 2021.

LeBenchmark: A Reproducible Framework for Assessing Self-Supervised Representation Learning from Speech pdf file

LeBenchmark: A Reproducible Framework for Assessing Self-Supervised Representation Learning from Speech BibTex reference

L. Lupo, Marco Dinarelli, L. Besacier
Divide and Rule: Training Context-Aware Multi-Encoder Translation Models with Little Resources
arXiv preprint, 2021.

Divide and Rule: Training Context-Aware Multi-Encoder Translation Models with Little Resources pdf file

Divide and Rule: Training Context-Aware Multi-Encoder Translation Models with Little Resources BibTex reference

2020

E. Gugliotta, Marco Dinarelli, O. Kraif
Multi-Task Sequence Prediction For Tunisian Arabizi Multi-Level Annotation
The Fifth Arabic Natural Language Processing Workshop (WANLP), Barcelona, Spain, 2020.

Multi-Task Sequence Prediction For Tunisian Arabizi Multi-Level Annotation pdf file

Multi-Task Sequence Prediction For Tunisian Arabizi Multi-Level Annotation BibTex reference

E. Gugliotta, Marco Dinarelli
TArC Un corpus d'Arabish tunisien
Traitement Automatique des Langues Naturelles, Nancy, France, 2020.

TArC Un corpus d'Arabish tunisien pdf file

TArC Un corpus d'Arabish tunisien BibTex reference

E. Gugliotta, Marco Dinarelli
TArC: Incrementally and Semi-Automatically Collecting a Tunisian Arabish Corpus
Language Resources and Evaluation Conference (LREC), Marseille, France, 2020.

TArC: Incrementally and Semi-Automatically Collecting a Tunisian Arabish Corpus pdf file

TArC: Incrementally and Semi-Automatically Collecting a Tunisian Arabish Corpus BibTex reference

Marco Dinarelli, N. Kapoor, B. Jabaian, L. Besacier
A Data-Efficient End-to-End Spoken Language Understanding Architecture
International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Barcelona, Spain, 2020.

A Data-Efficient End-to-End Spoken Language Understanding Architecture pdf file

A Data-Efficient End-to-End Spoken Language Understanding Architecture BibTex reference

2019

Marco Dinarelli, L. Grobol
Hybrid Neural Models For Sequence Modelling: The Best Of Three Worlds
arXiv Technical Report, 2019.
English translation of the 2019 TALN paper

Hybrid Neural Models For Sequence Modelling: The Best Of Three Worlds pdf file

Hybrid Neural Models For Sequence Modelling: The Best Of Three Worlds BibTex reference

Marco Dinarelli, L. Grobol
Modèles neuronaux hybrides pour la modélisation de séquences : le meilleur de trois mondes
Traitement Automatique des Langues Naturelles, Toulouse, France, 2019.

Modèles neuronaux hybrides pour la modélisation de séquences : le meilleur de trois mondes pdf file

Modèles neuronaux hybrides pour la modélisation de séquences : le meilleur de trois mondes BibTex reference

Marco Dinarelli, L. Grobol
Seq2Biseq: Bidirectional Output-wise Recurrent Neural Networks for Sequence Modelling
International Conference on Intelligent Text Processing and Computational Linguistics (CICling), La Rochelle, France, 2019.

Seq2Biseq: Bidirectional Output-wise Recurrent Neural Networks for Sequence Modelling pdf file

Seq2Biseq: Bidirectional Output-wise Recurrent Neural Networks for Sequence Modelling BibTex reference

2018

Marco Dinarelli, L. Grobol
Modélisation d'un contexte global d'étiquettes pour l'étiquetage de séquences dans les réseaux neuronaux récurrents
Journée TAL\&IA, Nancy, France, 2018.

Modélisation d'un contexte global d'étiquettes pour l'étiquetage de séquences dans les réseaux neuronaux récurrents pdf file

Modélisation d'un contexte global d'étiquettes pour l'étiquetage de séquences dans les réseaux neuronaux récurrents BibTex reference

L. Grobol, I. Tellier, E. De La Clergerie, Marco Dinarelli, F. Landragin
ANCOR-AS: Enriching the ANCOR Corpus with Syntactic Annotations
Language Resources and Evaluation Conference (LREC), Miyazaki, Japan, 2018.

ANCOR-AS: Enriching the ANCOR Corpus with Syntactic Annotations pdf file

ANCOR-AS: Enriching the ANCOR Corpus with Syntactic Annotations BibTex reference

2017

Marco Dinarelli, Y. Dupont, I. Tellier
Effective Spoken Language Labeling with Deep Recurrent Neural Networks
arXiv Technical Report, 2017.

Effective Spoken Language Labeling with Deep Recurrent Neural Networks pdf file

Effective Spoken Language Labeling with Deep Recurrent Neural Networks BibTex reference

Marco Dinarelli, V. Vukotic, C. Raymond
Label-dependency coding in Simple Recurrent Networks for Spoken Language Understanding
In proceedings of Interspeech, Stockholm, Sweden, 2017.

Label-dependency coding in Simple Recurrent Networks for Spoken Language Understanding pdf file

Label-dependency coding in Simple Recurrent Networks for Spoken Language Understanding BibTex reference

T. Tian, Marco Dinarelli, P. Cardoso, I. Tellier
Détection des mots non-standards dans les tweets avec des réseaux de neurones
Article court à Traitement Automatique des Langues Naturelles (TALN), Orléans, France, 2017.

Détection des mots non-standards dans les tweets avec des réseaux de neurones pdf file

Détection des mots non-standards dans les tweets avec des réseaux de neurones BibTex reference

L. Grobol, I. Tellier, E. de La Clergerie, Marco Dinarelli, F. Landragin
Apports des analyses syntaxiques pour la détection automatique de mentions dans un corpus de français oral
Article court à Traitement Automatique des Langues Naturelles (TALN), Orléans, France, 2017.

Apports des analyses syntaxiques pour la détection automatique de mentions dans un corpus de français oral pdf file

Apports des analyses syntaxiques pour la détection automatique de mentions dans un corpus de français oral BibTex reference

Y. Dupont, Marco Dinarelli, I. Tellier
Réseaux neuronaux profonds pour l’étiquetage de séquences
Article court à Traitement Automatique des Langues Naturelles (TALN), Orléans, France, 2017.

Réseaux neuronaux profonds pour l’étiquetage de séquences pdf file

Réseaux neuronaux profonds pour l’étiquetage de séquences BibTex reference

Marco Dinarelli, Y. Dupont
Modélisation de dépendances entre étiquettes dans les réseaux neuronaux récurrents
Revue TAL (Traitement Automatique des Langues) Volume 58 Numéro 1, France, 2017.

Modélisation de dépendances entre étiquettes dans les réseaux neuronaux récurrents pdf file

Modélisation de dépendances entre étiquettes dans les réseaux neuronaux récurrents BibTex reference

Y. Dupont, Marco Dinarelli, I. Tellier, C. Lautier
Structured Named Entity Recognition by Cascading CRFs
International Conference on Intelligent Text Processing and Computational Linguistics (CICling), Budapest, Hungary, 2017.
Published in Lecture Notes in Computer Sciences (LNCS), Springer

Structured Named Entity Recognition by Cascading CRFs pdf file

Structured Named Entity Recognition by Cascading CRFs BibTex reference

Y. Dupont, Marco Dinarelli, I. Tellier
Label-Dependencies Aware Recurrent Neural Networks
International Conference on Intelligent Text Processing and Computational Linguistics (CICling), Budapest, Hungary, 2017.
Published in Lecture Notes in Computer Sciences (LNCS), Springer
Best Verifiability, Reproducibility, and Working Description award

Label-Dependencies Aware Recurrent Neural Networks pdf file

Label-Dependencies Aware Recurrent Neural Networks BibTex reference

2016

Marco Dinarelli, I. Tellier
Improving Recurrent Neural Networks for Sequence Labelling
arXiv Technical Report, 2016.

Improving Recurrent Neural Networks for Sequence Labelling pdf file

Improving Recurrent Neural Networks for Sequence Labelling BibTex reference

Marco Dinarelli, I. Tellier
Étude des réseaux de neurones récurrents pour étiquetage de séquences
23ème Conférence sur le Traitement Automatique des Langues Naturelles (TALN), Paris, France, 2016.

Étude des réseaux de neurones récurrents pour étiquetage de séquences pdf file

Étude des réseaux de neurones récurrents pour étiquetage de séquences BibTex reference

A. Désoyer, F. Landragin, I. Tellier, A. Lefevre, J.-Y. Antoine, Marco Dinarelli
Coreference Resolution for French Oral Data: Machine Learning Experiments with ANCOR
International Conference on Intelligent Text Processing and Computational Linguistics (CICling), Konya, Turkey, 2016.
Published in Lecture Notes in Computer Sciences (LNCS), Springer

Coreference Resolution for French Oral Data: Machine Learning Experiments with ANCOR pdf file

Coreference Resolution for French Oral Data: Machine Learning Experiments with ANCOR BibTex reference

T. Tian, I. Tellier, Marco Dinarelli, P. Dias Cardoso
Understanding Social Media Texts with Minimum Human Effort on #Twitter
Language and the new (instant) media (PLIN), Louvain-la-Neuve, Belgium, 2016.
Accepted for publication

Marco Dinarelli, I. Tellier
New Recurrent Neural Network Variants for Sequence Labeling
International Conference on Intelligent Text Processing and Computational Linguistics (CICling), Konya, Turkey, 2016.
Published in Lecture Notes in Computer Sciences (LNCS), Springer

New Recurrent Neural Network Variants for Sequence Labeling pdf file

New Recurrent Neural Network Variants for Sequence Labeling BibTex reference

T. Tian, Marco Dinarelli, I. Tellier, P. Dias Cardoso
Domain Adaptation for Named Entity Recognition Using CRFs
Language Resources Evaluation Conferences (LREC), Portoroz, Slovenia, 2016.

Domain Adaptation for Named Entity Recognition Using CRFs pdf file

Domain Adaptation for Named Entity Recognition Using CRFs BibTex reference

Y. Dupont, I. Tellier, C. Lautier, Marco Dinarelli
Extraction automatique d'affixes pour la reconnaissance d'entités nommées chimiques
Extraction et Gestion des Connaissances, Reims, France, 2016.
Accepted for publication

2015

T. Tian, Marco Dinarelli, I. Tellier, P. Cardoso
Etiquetage morpho-syntaxique de tweets avec des CRF
Traitement Automatique des Langues Naturelles, Caen, France, 2015.

Etiquetage morpho-syntaxique de tweets avec des CRF pdf file

Etiquetage morpho-syntaxique de tweets avec des CRF BibTex reference

T. Tian, Marco Dinarelli, I. Tellier
Data Adaptation for Named Entity Recognition on Tweets with Features-Rich CRF
ACL Workshop on Noisy User-generated Text: Twitter Lexical Normalization and Named Entity Recognition, Beijing, China, 2015.

Data Adaptation for Named Entity Recognition on Tweets with Features-Rich CRF pdf file

Data Adaptation for Named Entity Recognition on Tweets with Features-Rich CRF BibTex reference

2014

A. Garcia-Fernandez, O. Ferret, Marco Dinarelli
Evaluation of Different Strategies for Domain Adaptation in Opinion Mining
Language Resources and Evaluation Conference (LREC), Reykjavik, Iceland, 2014.

Evaluation of Different Strategies for Domain Adaptation in Opinion Mining pdf file

Evaluation of Different Strategies for Domain Adaptation in Opinion Mining BibTex reference

2013

A. Allauzen, N. Pécheux, Q.K. Do, Marco Dinarelli, T. Lavergne, A. Max, H.S. Le, F. Yvon
LIMSI @ WMT'13
Eighth Workshop on Statistical Machine Translation (WMT), Sophia, Bulgary, 2013.

2012

A. Garcia-Fernandez, A.L. Ligozat, Marco Dinarelli, D. Bernhard
Méthodes pour l'archéologie linguistique: datation par combinaison d'indices temporels
Expérimentations et évaluations en fouille de textes, un panorama des campagnes DEFT, sous la direction de Cyril Grouin et Dominic Forest, Hermes Lavoisier, 2012

Marco Dinarelli, S. Rosset
Tree-Structured Named Entity Recognition on OCR Data: Analysis, Processing and Results
In Proceedings of the Language Resources and Evaluation Conference (LREC), Istanbul, Turkey, 2012.

Tree-Structured Named Entity Recognition on OCR Data: Analysis, Processing and Results pdf file

Tree-Structured Named Entity Recognition on OCR Data: Analysis, Processing and Results BibTex reference

Marco Dinarelli, S. Rosset
Tree Representations in Probabilistic Models for Extended Named Entity Detection
In Proceedings of the European chapter of the Association for Computational Linguistics (EACL), Avignon, France, 2012.

Tree Representations in Probabilistic Models for Extended Named Entity Detection pdf file

Tree Representations in Probabilistic Models for Extended Named Entity Detection BibTex reference

P. Zweigenbaum, C. Grouin, Marco Dinarelli, G. Wisniewski, S. Rosset
Résolution des coréférences dans des comptes rendus cliniques. Une expérimentation issue du défi i2b2/VA 2011
In proceedings of Reconnaissance des Formes et l'Intelligence Artificielle (RFIA), 2012

Résolution des coréférences dans des comptes rendus cliniques. Une expérimentation issue du défi i2b2/VA 2011 pdf file

Résolution des coréférences dans des comptes rendus cliniques. Une expérimentation issue du défi i2b2/VA 2011 BibTex reference

Marco Dinarelli, A. Moschitti, G. Riccardi
Discriminative Reranking for Spoken Language Understanding
IEEE Journal of Transactions on Audio, Speech and Language Processing (TASLP), volume 20, issue 2, pages 526 - 539, 2012.

Discriminative Reranking for Spoken Language Understanding pdf file

Discriminative Reranking for Spoken Language Understanding BibTex reference

2011

C. Grouin, Marco Dinarelli, S. Rosset, G. Wisniewski, P. Zweigenbaum
Coreference Resolution in Clinical Reports. The LIMSI Participation in the i2b2/VA 2011 Challenge
In Proceedings of i2b2/VA 2011 Coreference Resolution Workshop, 2011.

Coreference Resolution in Clinical Reports. The LIMSI Participation in the i2b2/VA 2011 Challenge BibTex reference

Marco Dinarelli, S. Rosset
Models Cascade for Tree-Structured Named Entity Detection
In Proceedings of International Joint Conference on Natural Language Processing (IJCNLP), Chiang Mai, Thailand, 2011.

Models Cascade for Tree-Structured Named Entity Detection pdf file

Models Cascade for Tree-Structured Named Entity Detection BibTex reference

A. Garcia-Fernandez, A.L. Ligozat, Marco Dinarelli, D. Bernhard
When was it written ? Automatically Determining Publication Dates
In proceedings of String Processing and Information Retrieval (SPIRE), Pisa, Italy, 2011.

When was it written ? Automatically Determining Publication Dates pdf file

Draft

When was it written ? Automatically Determining Publication Dates BibTex reference

Marco Dinarelli, S. Rosset
Hypotheses Selection Criteria in a Reranking Framework for Spoken Language Understanding
In Proceedings of Empirical Methods for Natural Language Processing (EMNLP), Edinburgh, U.K., 2011.

Hypotheses Selection Criteria in a Reranking Framework for Spoken Language Understanding pdf file

Hypotheses Selection Criteria in a Reranking Framework for Spoken Language Understanding BibTex reference

A. Garcia-Fernandez, A.L. Ligozat, Marco Dinarelli, D. Bernhard
Méthodes pour l'archéologie linguistique : datation par combinaison d'indices temporels
Workshop DEfi Fouille de Text (DEFT) associé à la conférence francophone TALN, Montpellier, France, 2011.

Méthodes pour l'archéologie linguistique : datation par combinaison d'indices temporels pdf file

Méthodes pour l'archéologie linguistique : datation par combinaison d'indices temporels BibTex reference

2010

S. Hahn, Marco Dinarelli, C. Raymond, F. Lefèvre, P. Lehnen, R. De Mori, A. Moschitti, H. Ney, G. Riccardi
Comparing Stochastic Approaches to Spoken Language Understanding in Multiple Languages
IEEE Journal of Transactions on Audio, Speech and Language Processing (TASLP), volume 19, issue 6, pages 1569 - 1583, 2010.

Comparing Stochastic Approaches to Spoken Language Understanding in Multiple Languages pdf file

Comparing Stochastic Approaches to Spoken Language Understanding in Multiple Languages BibTex reference

Marco Dinarelli, A. Moschitti, G. Riccardi
Hypotheses Selection For Re-ranking Semantic Annotations
IEEE Workshop on Spoken Language Technology (SLT), Berkeley, U.S.A., 2010.

Hypotheses Selection For Re-ranking Semantic Annotations pdf file

Hypotheses Selection For Re-ranking Semantic Annotations BibTex reference

Marco Dinarelli
Spoken Language Understanding: from Spoken Utterances to Semantic Structures
Ph.D. Dissertation, University of Trento
Department of Computer Science and Information Engineering (DISI), Italy, 2010.

Spoken Language Understanding: from Spoken Utterances to Semantic Structures pdf file

Spoken Language Understanding: from Spoken Utterances to Semantic Structures BibTex reference

Marco Dinarelli, E. Stepanov, S. Varges, G. Riccardi
The LUNA Spoken Dialog System: Beyond Utterance Classification
In Proceedings of International Conference of Acoustics, Speech and Signal Processing (ICASSP), Dallas, USA, 2010.

The LUNA Spoken Dialog System: Beyond Utterance Classification pdf file

The LUNA Spoken Dialog System: Beyond Utterance Classification BibTex reference

2009

S. Quarteroni, Marco Dinarelli, G. Riccardi
Ontology-Based Grounding Of Spoken Language Understanding
IEEE Automatic Speech Recognition and Understanding Workshop (ASRU), Merano, Italy, 2009.

Ontology-Based Grounding Of Spoken Language Understanding pdf file

Ontology-Based Grounding Of Spoken Language Understanding BibTex reference

Marco Dinarelli, A. Moschitti, G. Riccardi
Reranking Models Based On Small Training Data For Spoken Language Understanding
In Proceedings of Empirical Methods for Natural Language Processing (EMNLP), Singapore, 2009.

Reranking Models Based On Small Training Data For Spoken Language Understanding pdf file

Reranking Models Based On Small Training Data For Spoken Language Understanding BibTex reference

S. Quarteroni, G. Riccardi, Marco Dinarelli
What's In An Ontology For Spoken Language Understanding
In Proceedings of Interspeech, Brighton, U.K., 2009.

What's In An Ontology For Spoken Language Understanding pdf file

What's In An Ontology For Spoken Language Understanding BibTex reference

Marco Dinarelli, A. Moschitti, G. Riccardi
Concept Segmentation And Labeling For Conversational Speech
In Proceedings of Interspeech, Brighton, U.K., 2009.

Concept Segmentation And Labeling For Conversational Speech pdf file

Concept Segmentation And Labeling For Conversational Speech BibTex reference

Marco Dinarelli, S. Quarteroni, S. Tonelli, A. Moschitti, G. Riccardi
Annotating Spoken Dialogs: from Speech Segments to Dialog Acts and Frame Semantics
EACL Workshop on Semantic Representation of Spoken Language, Athens, Greece, 2009.

Annotating Spoken Dialogs: from Speech Segments to Dialog Acts and Frame Semantics pdf file

Annotating Spoken Dialogs: from Speech Segments to Dialog Acts and Frame Semantics BibTex reference

Marco Dinarelli, A. Moschitti, G. Riccardi
Reranking Models for Spoken Language Understanding
In Proceedings of the European chapter of the Association for Computational Linguistics (EACL), Athens, Greece, 2009.

Reranking Models for Spoken Language Understanding pdf file

Reranking Models for Spoken Language Understanding BibTex reference

2008

A. Bisazza, Marco Dinarelli, S. Quarteroni, S. Tonelli, A. Moschitti, G. Riccardi
Semantic Annotation for Conversational Speech
IEEE Workshop on Spoken Language Technology (SLT), Goa, India, 2008.

Semantic Annotation for Conversational Speech pdf file

Semantic Annotation for Conversational Speech BibTex reference

Marco Dinarelli, A. Moschitti, G. Riccardi
Joint Generative and Discriminative Models for Spoken Language Understanding
IEEE Workshop on Spoken Language Technology (SLT), Goa, India, 2008.

Joint Generative and Discriminative Models for Spoken Language Understanding pdf file

Joint Generative and Discriminative Models for Spoken Language Understanding BibTex reference