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Recent Neural Methods on Slot Filling and Intent Classification for Task-Oriented Dialogue Systems: A Survey


Nov 01, 2020
Samuel Louvan, Bernardo Magnini

* COLING 2020 

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Simple is Better! Lightweight Data Augmentation for Low Resource Slot Filling and Intent Classification


Sep 08, 2020
Samuel Louvan, Bernardo Magnini

* Accepted at PACLIC 2020 - The 34th Pacific Asia Conference on Language, Information and Computation 

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The European Language Technology Landscape in 2020: Language-Centric and Human-Centric AI for Cross-Cultural Communication in Multilingual Europe


Mar 30, 2020
Georg Rehm, Katrin Marheinecke, Stefanie Hegele, Stelios Piperidis, Kalina Bontcheva, Jan Hajič, Khalid Choukri, Andrejs Vasiļjevs, Gerhard Backfried, Christoph Prinz, José Manuel Gómez Pérez, Luc Meertens, Paul Lukowicz, Josef van Genabith, Andrea Lösch, Philipp Slusallek, Morten Irgens, Patrick Gatellier, Joachim Köhler, Laure Le Bars, Dimitra Anastasiou, Albina Auksoriūtė, Núria Bel, António Branco, Gerhard Budin, Walter Daelemans, Koenraad De Smedt, Radovan Garabík, Maria Gavriilidou, Dagmar Gromann, Svetla Koeva, Simon Krek, Cvetana Krstev, Krister Lindén, Bernardo Magnini, Jan Odijk, Maciej Ogrodniczuk, Eiríkur Rögnvaldsson, Mike Rosner, Bolette Sandford Pedersen, Inguna Skadiņa, Marko Tadić, Dan Tufiş, Tamás Váradi, Kadri Vider, Andy Way, François Yvon

* Proceedings of the 12th Language Resources and Evaluation Conference (LREC 2020). To appear 

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Domain-Aware Dialogue State Tracker for Multi-Domain Dialogue Systems


Jan 21, 2020
Vevake Balaraman, Bernardo Magnini


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A Robust Data-Driven Approach for Dialogue State Tracking of Unseen Slot Values


Nov 01, 2019
Vevake Balaraman, Bernardo Magnini


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Scalable Neural Dialogue State Tracking


Oct 22, 2019
Vevake Balaraman, Bernardo Magnini

* 8 pages, 3 figures, Accepted at ASRU 2019 

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Grounding the Lexical Sets of Causative-Inchoative Verbs with Word Embedding


Oct 03, 2016
Edoardo Maria Ponti, Elisabetta Jezek, Bernardo Magnini

* 5 pages, 4 figures, accepted at: Third Italian Conference on Computational Linguistics (CLIC-it). 5-6 December 2016, Napoli (Italy) 

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