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Bernardo Magnini

Publication record assembled from the DBLP archive of ranked conferences.

Papers indexed

66

Venues

17

Active years

1990–2026

Best venue rank

A*

Where they publish

Papers

66 indexed papers, newest first.

YearVenueTitleAuthors
2026ACLThesis Proposal: LLMs post-training for multilingual medical tasks. Instruction-Tuning, Continual-Pretraining or Reasoning?Pietro Ferrazzi, Alberto Lavelli, Bernardo Magnini
2026LRECInvestigating Proactivity in Multimodal Task-Guidance Dialogues.Sofia Brenna, Elisabetta Jezek, Matthias Kraus, Bernardo Magnini
2026LRECSmall LLMs for Medical NLP: A Systematic Analysis of Few-Shot, Constraint Decoding, Fine-Tuning and Continual Pre-Training in Italian.Pietro Ferrazzi, Mattia Franzin, Alberto Lavelli, Bernardo Magnini
2025EMNLPAll-in-one: Understanding and Generation in Multimodal Reasoning with the MAIA Benchmark.Davide Testa, Giovanni Bonetta, Raffaella Bernardi, Alessandro Bondielli, Alessandro Lenci, Alessio Miaschi, Lucia C. Passaro, Bernardo Magnini
2025IUIToward Proactive Dialogic AI Agents.Sofia Brenna, Elisabetta Jezek, Bernardo Magnini
2025RANLPTask-Oriented Dialogue Systems through Function Calling.Tiziano Labruna, Giovanni Bonetta, Bernardo Magnini
2024COLINGMedMT5: An Open-Source Multilingual Text-to-Text LLM for the Medical Domain.Iker Garca-Ferrero, Rodrigo Agerri, Aitziber Atutxa Salazar, Elena Cabrio, Iker de la Iglesia, Alberto Lavelli, Bernardo Magnini, Benjamin Molinet, Johanna Ramirez-Romero, German Rigau, Jose Maria Villa-Gonzalez, Serena Villata, Andrea Zaninello
2024COLINGTowards Cost-effective Multi-style Conversations: A Pilot Study in Task-oriented Dialogue Generation.Tiziano Labruna, Bernardo Magnini
2024EACLDynamic Task-Oriented Dialogue: A Comparative Study of Llama-2 and Bert in Slot Value Generation.Tiziano Labruna, Sofia Brenna, Bernardo Magnini
2024ESANNVision Language Models as Policy Learners in Reinforcement Learning Environments.Giovanni Bonetta, Davide Zago, Rossella Cancelliere, Mirko Polato, Bernardo Magnini
2023EACLAddressing Domain Changes in Task-oriented Conversational Agents through Dialogue Adaptation.Tiziano Labruna, Bernardo Magnini
2021RANLPAddressing Slot-Value Changes in Task-oriented Dialogue Systems through Dialogue Domain Adaptation.Tiziano Labruna, Bernardo Magnini
2021SIGdialRecent Neural Methods on Dialogue State Tracking for Task-Oriented Dialogue Systems: A Survey.Vevake Balaraman, Seyedmostafa Sheikhalishahi, Bernardo Magnini
2020COLINGRecent Neural Methods on Slot Filling and Intent Classification for Task-Oriented Dialogue Systems: A Survey.Samuel Louvan, Bernardo Magnini
2020LRECComparing Machine Learning and Deep Learning Approaches on NLP Tasks for the Italian Language.Bernardo Magnini, Alberto Lavelli, Simone Magnolini
2020LRECThe European Language Technology Landscape in 2020: Language-Centric and Human-Centric AI for Cross-Cultural Communication in Multilingual Europe.Georg Rehm, Katrin Marheinecke, Stefanie Hegele, Stelios Piperidis, Kalina Bontcheva, Jan Hajic, Khalid Choukri, Andrejs Vasiljevs, Gerhard Backfried, Christoph Prinz, Jos Manul Gmez-Prez, Luc Meertens, Paul Lukowicz, Josef van Genabith, Andrea Lsch, Philipp Slusallek, Morten Irgens, Patrick Gatellier, Joachim Khler, Laure Le Bars, Dimitra Anastasiou, Albina Auksoriute, Nria Bel, Antnio Branco, Gerhard Budin, Walter Daelemans, Koenraad De Smedt, Radovan Garabk, Maria Gavriilidou, Dagmar Gromann, Svetla Koeva, Simon Krek, Cvetana Krstev, Krister Lindn, Bernardo Magnini, Jan Odijk, Maciej Ogrodniczuk, Eirkur Rgnvaldsson, Mike Rosner, Bolette S. Pedersen, Inguna Skadina, Marko Tadic, Dan Tufis, Tams Vradi, Kadri Vider, Andy Way, Franois Yvon
2020PACLICSimple is Better! Lightweight Data Augmentation for Low Resource Slot Filling and Intent Classification.Samuel Louvan, Bernardo Magnini
2019ACLFASTDial: Abstracting Dialogue Policies for Fast Development of Task Oriented Agents.Serra Sinem Tekiroglu, Bernardo Magnini, Marco Guerini
2019ASRUScalable Neural Dialogue State Tracking.Vevake Balaraman, Bernardo Magnini
2019SIGdialLeveraging Non-Conversational Tasks for Low Resource Slot Filling: Does it help?Samuel Louvan, Bernardo Magnini
2018EMNLPA Methodology for Evaluating Interaction Strategies of Task-Oriented Conversational Agents.Marco Guerini, Sara Falcone, Bernardo Magnini
2018EMNLPExploring Named Entity Recognition As an Auxiliary Task for Slot Filling in Conversational Language Understanding.Samuel Louvan, Bernardo Magnini
2018LRECEnriching a Lexicon of Discourse Connectives with Corpus-based Data.Anna Feltracco, Elisabetta Jezek, Bernardo Magnini
2018LRECKRAUTS: A German Temporally Annotated News Corpus.Jannik Strtgen, Anne-Lyse Minard, Lukas Lange, Manuela Speranza, Bernardo Magnini
2018SIGdialToward zero-shot Entity Recognition in Task-oriented Conversational Agents.Marco Guerini, Simone Magnolini, Vevake Balaraman, Bernardo Magnini
2016COLINGTextPro-AL: An Active Learning Platform for Flexible and Efficient Production of Training Data for NLP Tasks.Bernardo Magnini, Anne-Lyse Minard, Mohammed R. H. Qwaider, Manuela Speranza
2016LRECAcquiring Opposition Relations among Italian Verb Senses using Crowdsourcing.Anna Feltracco, Simone Magnolini, Elisabetta Jezek, Bernardo Magnini
2015RANLPPredicting Correlations Between Lexical Alignments and Semantic Inferences.Simone Magnolini, Bernardo Magnini
2014ACLThe Excitement Open Platform for Textual Inferences.Bernardo Magnini, Roberto Zanoli, Ido Dagan, Kathrin Eichler, Guenter Neumann, Tae-Gil Noh, Sebastian Pad, Asher Stern, Omer Levy
2014EKAWIntegrating Unstructured and Structured Knowledge with the KnowledgeStore.Marco Rospocher, Francesco Corcoglioniti, Roldano Cattoni, Bernardo Magnini, Luciano Serafini
2014LRECT-PAS; A resource of Typed Predicate Argument Structures for linguistic analysis and semantic processing.Elisabetta Jezek, Bernardo Magnini, Anna Feltracco, Alessia Bianchini, Octavian Popescu
2014LRECMETA-SHARE: One year after.Stelios Piperidis, Harris Papageorgiou, Christian Spurk, Georg Rehm, Khalid Choukri, Olivier Hamon, Nicoletta Calzolari, Riccardo Del Gratta, Bernardo Magnini, Christian Girardi
2014LRECThe Strategic Impact of META-NET on the Regional, National and International Level.Georg Rehm, Hans Uszkoreit, Sophia Ananiadou, Nria Bel, Audron Bielevicien, Lars Borin, Antnio Branco, Gerhard Budin, Nicoletta Calzolari, Walter Daelemans, Radovan Garabk, Marko Grobelnik, Carmen Garca-Mateo, Josef van Genabith, Jan Hajic, Inma Hernez, John Judge, Svetla Koeva, Simon Krek, Cvetana Krstev, Krister Lindn, Bernardo Magnini, Joseph Mariani, John McNaught, Maite Melero, Monica Monachini, Asuncin Moreno, Jan Odijk, Maciej Ogrodniczuk, Piotr Pezik, Stelios Piperidis, Adam Przepirkowski, Eirkur Rgnvaldsson, Michael Rosner, Bolette S. Pedersen, Inguna Skadina, Koenraad De Smedt, Marko Tadic, Paul Thompson, Dan Tufis, Tams Vradi, Andrejs Vasiljevs, Kadri Vider, Jolanta Zabarskaite
2012LRECA Corpus of Scientific Biomedical Texts Spanning over 168 Years Annotated for Uncertainty.Ramona Bongelli, Carla Canestrari, Ilaria Riccioni, Andrzej Zuczkowski, Cinzia Buldorini, Ricardo Pietrobon, Alberto Lavelli, Bernardo Magnini
2012LRECThe KnowledgeStore: an Entity-Based Storage System.Roldano Cattoni, Francesco Corcoglioniti, Christian Girardi, Bernardo Magnini, Luciano Serafini, Roberto Zanoli
2010ACLContradiction-focused qualitative evaluation of textual entailment.Bernardo Magnini, Elena Cabrio
2010COLINGToward Qualitative Evaluation of Textual Entailment Systems.Elena Cabrio, Bernardo Magnini
2010LRECBuilding Textual Entailment Specialized Data Sets: a Methodology for Isolating Linguistic Phenomena Relevant to Inference.Luisa Bentivogli, Elena Cabrio, Ido Dagan, Danilo Giampiccolo, Medea Lo Leggio, Bernardo Magnini
2010LRECEvaluating Multilingual Question Answering Systems at CLEF.Pamela Forner, Danilo Giampiccolo, Bernardo Magnini, Anselmo Peas, lvaro Rodrigo, Richard F. E. Sutcliffe
2009ACLOptimizing Textual Entailment Recognition Using Particle Swarm Optimization.Yashar Mehdad, Bernardo Magnini
2009CICLINGAlleviating the Problem of Wrong Coreferences in Web Person Search.Octavian Popescu, Bernardo Magnini
2008CICLINGDetecting Expected Answer Relations through Textual Entailment.Matteo Negri, Milen Kouylekov, Bernardo Magnini
2008CICLINGLanguage Independent First and Last Name Identification in Person Names.Octavian Popescu, Bernardo Magnini
2008LRECThe QALL-ME Benchmark: a Multilingual Resource of Annotated Spoken Requests for Question Answering.Elena Cabrio, Milen Kouylekov, Bernardo Magnini, Matteo Negri, Laura Hasler, Constantin Orasan, David Toms, Jos Luis Vicedo Gonzlez, Guenter Neumann, Corinna Weber
2008LRECEvaluation of Natural Language Tools for Italian: EVALITA 2007.Bernardo Magnini, Amedeo Cappelli, Fabio Tamburini, Cristina Bosco, Alessandro Mazzei, Vincenzo Lombardo, Francesca Bertagna, Nicoletta Calzolari, Antonio Toral, Valentina Bartalesi Lenzi, Rachele Sprugnoli, Manuela Speranza
2007ACLThe Third PASCAL Recognizing Textual Entailment Challenge.Danilo Giampiccolo, Bernardo Magnini, Ido Dagan, Bill Dolan
2006ACLOntology Population from Textual Mentions: Task Definition and Benchmark.Bernardo Magnini, Emanuele Pianta, Octavian Popescu, Manuela Speranza
2006EACLWeakly Supervised Approaches for Ontology Population.Hristo Tanev, Bernardo Magnini
2006LRECBuilding a Large-Scale Repository of Textual Entailment Rules.Milen Kouylekov, Bernardo Magnini
2006LRECThe Multilingual Question Answering Track at CLEF.Bernardo Magnini, Danilo Giampicollo, Lili Aunimo, Christelle Ayache, Petya Osenova, Anselmo Peas, Maarten de Rijke, Bogdan Sacaleanu, Diana Santos, Richard F. E. Sutcliffe
2006LRECI-CAB: the Italian Content Annotation Bank.Bernardo Magnini, Emanuele Pianta, Christian Girardi, Matteo Negri, Lorenza Romano, Manuela Speranza, Valentina Bartalesi Lenzi, Rachele Sprugnoli
2005FlAIRSAutomatic Assessment of Students' Free-Text Answers Underpinned by the Combination of a BLEU-Inspired Algorithm and Latent Semantic Analysis.Diana Prez, Alfio Massimiliano Gliozzo, Carlo Strapparava, Enrique Alfonseca, Pilar Rodrguez, Bernardo Magnini
2004COLINGA Semantic-based Approach to Interoperabiltity of Classification Hierarchies: Evaluation of Linguistic Techniques.Bernardo Magnini, Manuela Speranza, Christian Girardi
2004EMNLPUnsupervised Domain Relevance Estimation for Word Sense Disambiguation.Alfio Massimiliano Gliozzo, Bernardo Magnini, Carlo Strapparava
2004LRECCross-Language Acquisition of Semantic Models for Verbal Predicates.Jordi Atserias, Bernardo Magnini, Octavian Popescu, Eneko Agirre, Aitziber Atutxa, German Rigau, John Carroll, Rob Koeling
2004LRECMultilingual Pattern Libraries for Question Answering: a Case Study for Definition Questions.Hristo Tanev, Milen Kouylekov, Matteo Negri, Bonaventura Coppola, Bernardo Magnini
2003SACExpanding Domain-Specific Lexicons by Term Categorization.Henri Avancini, Alberto Lavelli, Bernardo Magnini, Fabrizio Sebastiani, Roberto Zanoli
2002ACLIs It the Right Answer? Exploiting Web Redundancy for Answer Validation.Bernardo Magnini, Matteo Negri, Roberto Prevete, Hristo Tanev
2002COLINGMEANING: a Roadmap to Knowledge Technologies.German Rigau, Bernardo Magnini, Eneko Agirre, Piek Vossen, John Carroll
2002LRECTowards Automatic Evaluation of Question/Answering Systems.Bernardo Magnini, Matteo Negri, Roberto Prevete, Hristo Tanev
2002SIGIRBuilding thematic lexical resources by term categorization.Alberto Lavelli, Bernardo Magnini, Fabrizio Sebastiani
2000ECAIA Dialogue Environment for Accessing Public Administration Data: the TAMIC-P System.Clara Bagnasco, Amedeo Cappelli, Bernardo Magnini
2000LRECIntegrating Subject Field Codes into WordNet.Bernardo Magnini, Gabriela Cavaglia
2000LRECItalWordNet: a Large Semantic Database for Italian.Adriana Roventini, Antonietta Alonge, Nicoletta Calzolari, Bernardo Magnini, Francesca Bertagna
1998LRECCoping with WORDNET sense proliferation.Alessandro Artale, Anna Goy, Bernardo Magnini, Emanuelle Pianta, Carlo Strapparava
1990ECAIComputational Representation of Mental Spaces: A Functional Approach.Bernardo Magnini, Carlo Strapparava