Alberto Lavelli

Manuela Speranza

Proceedings of the European Language Equality, 2022

An introduction to Deep Learning in Natural Language Processing: Models, techniques, and tools.

[BibT_eX]

[DOI]

Ivano Lauriola

Fabio Aiolli

Neurocomputing, 2022

Summarization, simplification, and generation: The case of patents.

[BibT_eX]

[DOI]

Silvia Casola

Expert Syst. Appl., 2022

An annotated dataset for extracting gene-melanoma relations from scientific literature.

[BibT_eX]

[DOI]

Roberto Zanoli

Nicolas Andres Perez Gonzalez

Theresa Löffler

Fabio Rinaldi

J. Biomed. Semant., 2022

On the Behaviour of BERT's Attention for the Classification of Medical Reports.

[BibT_eX]

[DOI]

Tahir Mehmood

Proceedings of the 3rd Italian Workshop on Explainable Artificial Intelligence co-located with 21th International Conference of the Italian Association for Artificial Intelligence(AIxIA 2022), Udine, Italy, November 28, 2022

2021

Learning adaptive representations for entity recognition in the biomedical domain.

[BibT_eX]

[DOI]

J. Biomed. Semant., 2021

The E3C Project: European Clinical Case Corpus.

[BibT_eX]

[DOI]

Proceedings of the Annual Conference of the Spanish Association for Natural Language Processing: Projects and Demonstrations (SEPLN-PD 2021) co-located with the Conference of the Spanish Society for Natural Language Processing (SEPLN 2021), 2021

Exploring the structure of BERT through Kernel Learning.

[BibT_eX]

[DOI]

Proceedings of the International Joint Conference on Neural Networks, 2021

WITS: Wikipedia for Italian Text Summarization.

[BibT_eX]

[DOI]

Silvia Casola

Proceedings of the Eighth Italian Conference on Computational Linguistics, 2021

Attention-Based Explanation in a Deep Learning Model For Classifying Radiology Reports.

[BibT_eX]

[DOI]

Roberto Maroldi

Proceedings of the Artificial Intelligence in Medicine, 2021

2020

FBK@SMM4H2020: RoBERTa for Detecting Medications on Twitter.

[BibT_eX]

[DOI]

Silvia Casola

Proceedings of the Fifth Social Media Mining for Health Applications Workshop & Shared Task, 2020

Comparing Machine Learning and Deep Learning Approaches on NLP Tasks for the Italian Language.

[BibT_eX]

[DOI]

Simone Magnolini

Proceedings of The 12th Language Resources and Evaluation Conference, 2020

Deep Learning for Classification of Radiology Reports with a Hierarchical Schema.

[BibT_eX]

[DOI]

Matteo Olivato

Proceedings of the Knowledge-Based and Intelligent Information & Engineering Systems: Proceedings of the 24th International Conference KES-2020, 2020

Combining Multi-task Learning with Transfer Learning for Biomedical Named Entity Recognition.

[BibT_eX]

[DOI]

Tahir Mehmood

Proceedings of the Knowledge-Based and Intelligent Information & Engineering Systems: Proceedings of the 24th International Conference KES-2020, 2020

Language processing in the era of deep learning.

[BibT_eX]

[DOI]

Ivano Lauriola

Seyedmostafa Sheikhalishahi

Fabio Aiolli

Proceedings of the 28th European Symposium on Artificial Neural Networks, 2020

Exploring the feature space of character-level embeddings.

[BibT_eX]

[DOI]

Proceedings of the 28th European Symposium on Artificial Neural Networks, 2020

The E3C Project: Collection and Annotation of a Multilingual Corpus of Clinical Cases.

[BibT_eX]

[DOI]

Proceedings of the Seventh Italian Conference on Computational Linguistics, 2020

Knowledge Distillation Techniques for Biomedical Named Entity Recognition.

[BibT_eX]

[DOI]

Proceedings of the 4th Workshop on Natural Language for Artificial Intelligence (NL4AI 2020) co-located with the 19th International Conference of the Italian Association for Artificial Intelligence (AI*IA 2020), 2020

2019

Natural Language Processing of Clinical Notes on Chronic Diseases: Systematic Review.

[BibT_eX]

[DOI]

CoRR, 2019

A News Recommender System for Media Monitoring.

[BibT_eX]

[DOI]

Proceedings of the 2019 IEEE/WIC/ACM International Conference on Web Intelligence, 2019

Media Monitoring using News Recommenders.

[BibT_eX]

[DOI]

Proceedings of the 10th Italian Information Retrieval Workshop, 2019

The Impact of Self-Interaction Attention on the Extraction of Drug-Drug Interactions.

[BibT_eX]

[DOI]

Proceedings of the Sixth Italian Conference on Computational Linguistics, 2019

Multi-task Learning Applied to Biomedical Named Entity Recognition Task.

[BibT_eX]

[DOI]

Proceedings of the Sixth Italian Conference on Computational Linguistics, 2019

Applying Self-interaction Attention for Extracting Drug-Drug Interactions.

[BibT_eX]

[DOI]

Proceedings of the AI*IA 2019 - Advances in Artificial Intelligence, 2019

Leveraging Multi-task Learning for Biomedical Named Entity Recognition.

[BibT_eX]

[DOI]

Proceedings of the AI*IA 2019 - Advances in Artificial Intelligence, 2019

2018

Automatic classification of radiological reports for clinical care.

[BibT_eX]

[DOI]

Artif. Intell. Medicine, 2018

PoSTWITA-UD: an Italian Twitter Treebank in Universal Dependencies.

[BibT_eX]

[DOI]

Proceedings of the Eleventh International Conference on Language Resources and Evaluation, 2018

Learning Preferences for Large Scale Multi-label Problems.

[BibT_eX]

[DOI]

Proceedings of the Artificial Neural Networks and Machine Learning - ICANN 2018, 2018

Learning Representations for Biomedical NER.

[BibT_eX]

[DOI]

Proceedings of the 2nd Workshop on Natural Language for Artificial Intelligence (NL4AI 2018) co-located with 17th International Conference of the Italian Association for Artificial Intelligence (AI*IA 2018), 2018

2017

Annotating Italian Social Media Texts in Universal Dependencies.

[BibT_eX]

[DOI]

Proceedings of the Fourth International Conference on Dependency Linguistics, 2017

2016

A knowledge-poor approach to chemical-disease relation extraction.

[BibT_eX]

[DOI]

Database J. Biol. Databases Curation, 2016

Comparing State-of-the-art Dependency Parsers on the Italian Stanford Dependency Treebank.

[BibT_eX]

[DOI]

Proceedings of Third Italian Conference on Computational Linguistics (CLiC-it 2016) & Fifth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2016), 2016

2015

Evaluating Italian Parsing Across Syntactic Formalisms and Annotation Schemes.

[BibT_eX]

[DOI]

Proceedings of the Harmonization and Development of Resources and Tools for Italian Natural Language Processing within the PARLI Project, 2015

Text mining for pharmacovigilance: Using machine learning for drug name recognition and drug-drug interaction extraction and classification.

[BibT_eX]

[DOI]

Asma Ben Abacha

Aikaterini Karanasiou

Yassine Mrabet

Pierre Zweigenbaum

J. Biomed. Informatics, 2015

2013

An information-theoretic measure to evaluate parsing difficulty across treebanks.

[BibT_eX]

[DOI]

Anna Corazza

Giorgio Satta

ACM Trans. Speech Lang. Process., 2013

Extending the Coverage of DBpedia Properties using Distant Supervision over Wikipedia.

[BibT_eX]

[DOI]

Proceedings of the NLP & DBpedia workshop co-located with the 12th International Semantic Web Conference (ISWC 2013), 2013

Towards an Automatic Creation of Localized Versions of DBpedia.

[BibT_eX]

[DOI]

Proceedings of the Semantic Web - ISWC 2013, 2013

FBK-irst : A Multi-Phase Kernel Based Approach for Drug-Drug Interaction Detection and Classification that Exploits Linguistic Information.

[BibT_eX]

[DOI]

Proceedings of the 7th International Workshop on Semantic Evaluation, 2013

FBK: Sentiment Analysis in Twitter with Tweetsted.

[BibT_eX]

[DOI]

Marco Guerini

Sara Tonelli

Proceedings of the 7th International Workshop on Semantic Evaluation, 2013

Exploiting the Scope of Negations and Heterogeneous Features for Relation Extraction: A Case Study for Drug-Drug Interaction Extraction.

[BibT_eX]

[DOI]

Proceedings of the Human Language Technologies: Conference of the North American Chapter of the Association of Computational Linguistics, 2013

Automatic Mapping of Wikipedia Templates for Fast Deployment of Localised DBpedia Datasets.

[BibT_eX]

[DOI]

Proceedings of the 13th International Conference on Knowledge Management and Knowledge Technologies, 2013

Automatic Expansion of DBpedia Exploiting Wikipedia Cross-Language Information.

[BibT_eX]

[DOI]

Proceedings of the Semantic Web: Semantics and Big Data, 10th International Conference, 2013

2012

QAKiS: an Open Domain QA System based on Relational Patterns.

[BibT_eX]

[DOI]

Elena Cabrio

Julien Cojan

Fabien Gandon

Proceedings of the ISWC 2012 Posters & Demonstrations Track, 2012

An Evaluation of the Effect of Automatic Preprocessing on Syntactic Parsing for Biomedical Relation Extraction.

[BibT_eX]

[DOI]

Proceedings of the Eighth International Conference on Language Resources and Evaluation, 2012

A Corpus of Scientific Biomedical Texts Spanning over 168 Years Annotated for Uncertainty.

[BibT_eX]

[DOI]

Proceedings of the Eighth International Conference on Language Resources and Evaluation, 2012

A treebank-based study on the influence of Italian word order on parsing performance.

[BibT_eX]

[DOI]

Proceedings of the Eighth International Conference on Language Resources and Evaluation, 2012

QAKiS @ QALD-2.

[BibT_eX]

[DOI]

Elena Cabrio

Proceedings of the Workshop on Interacting with Linked Data, 2012

Combining Tree Structures, Flat Features and Patterns for Biomedical Relation Extraction.

[BibT_eX]

[DOI]

Proceedings of the EACL 2012, 2012

Impact of Less Skewed Distributions on Efficiency and Effectiveness of Biomedical Relation Extraction.

[BibT_eX]

[DOI]

Proceedings of the COLING 2012, 2012

2011

Assessment of NER solutions against the first and second CALBC Silver Standard Corpus.

[BibT_eX]

[DOI]

J. Biomed. Semant., 2011

MulTiSEX - A Multi-language Timex Sequential Extractor.

[BibT_eX]

[DOI]

Stefan Rigo

Proceedings of the Eighteenth International Symposium on Temporal Representation and Reasoning, 2011

An Ensemble Model for the EVALITA 2011 Dependency Parsing Task.

[BibT_eX]

[DOI]

Proceedings of the Evaluation of Natural Language and Speech Tools for Italian, 2011

Looking Back to the EVALITA Constituency Parsing Task: 2007-2011.

[BibT_eX]

[DOI]

Cristina Bosco

Alessandro Mazzei

Proceedings of the Evaluation of Natural Language and Speech Tools for Italian, 2011

A Study on Dependency Tree Kernels for Automatic Extraction of Protein-Protein Interaction.

[BibT_eX]

[DOI]

Faisal Md. Chowdhury

Alessandro Moschitti

Proceedings of the 2011 Workshop on Biomedical Natural Language Processing, 2011

Assessing the practical usability of an automatically annotated corpus.

[BibT_eX]

[DOI]

Proceedings of the Fifth Linguistic Annotation Workshop, 2011

2010

Comparing the Influence of Different Treebank Annotations on Dependency Parsing.

[BibT_eX]

[DOI]

Proceedings of the International Conference on Language Resources and Evaluation, 2010

Disease Mention Recognition with Specific Features.

[BibT_eX]

[DOI]

Proceedings of the 2010 Workshop on Biomedical Natural Language Processing, 2010

2008

Evaluation of machine learning-based information extraction algorithms: criticisms and recommendations.

[BibT_eX]

[DOI]

Lang. Resour. Evaluation, 2008

Comparing Italian parsers on a common Treebank: the EVALITA experience.

[BibT_eX]

[DOI]

Proceedings of the International Conference on Language Resources and Evaluation, 2008

2007

Relation extraction and the influence of automatic named-entity recognition.

[BibT_eX]

[DOI]

Lorenza Romano

ACM Trans. Speech Lang. Process., 2007

FBK-IRST: Kernel Methods for Semantic Relation Extraction.

[BibT_eX]

[DOI]

Proceedings of the 4th International Workshop on Semantic Evaluations, 2007

Enhancing enterprise knowledge processes via cross-media extraction.

[BibT_eX]

[DOI]

Proceedings of the 4th International Conference on Knowledge Capture (K-CAP 2007), 2007

2006

Automatic expansion of domain-specific lexicons by term categorization.

[BibT_eX]

[DOI]

ACM Trans. Speech Lang. Process., 2006

Investigating a Generic Paraphrase-Based Approach for Relation Extraction.

[BibT_eX]

[DOI]

Proceedings of the EACL 2006, 2006

Exploiting Shallow Linguistic Information for Relation Extraction from Biomedical Literature.

[BibT_eX]

[DOI]

Lorenza Romano

Proceedings of the EACL 2006, 2006

2005

Evaluating machine learning for information extraction.

[BibT_eX]

[DOI]

Proceedings of the Machine Learning, 2005

2004

LearningPinocchio: adaptive information extraction for real world applications.

[BibT_eX]

[DOI]

Fabio Ciravegna

Nat. Lang. Eng., 2004

An Experimental Comparison of Term Representation for Term Management Applications.

[BibT_eX]

Fabrizio Sebastiani

Roberto Zanoli

Proceedings of the Twelfth Italian Symposium on Advanced Database Systems, 2004

A Critical Survey of the Methodology for IE Evaluation.

[BibT_eX]

[DOI]

Proceedings of the Fourth International Conference on Language Resources and Evaluation, 2004

Integrating Information Extraction, Ontology Learning and Semantic Browsing into Organizational Knowledge Processes.

[BibT_eX]

[DOI]

Proceedings of the EKAW 2004 Workshop on Application of Language and Semantic Technologies to support Knowledge Management Processes, 2004

Distributional term representations: an experimental comparison.

[BibT_eX]

[DOI]

Fabrizio Sebastiani

Roberto Zanoli

Proceedings of the 2004 ACM CIKM International Conference on Information and Knowledge Management, 2004

2003

Expanding Domain-Specific Lexicons by Term Categorization.

[BibT_eX]

[DOI]

Proceedings of the 2003 ACM Symposium on Applied Computing (SAC), 2003

2002

Full parsing approximation for information extraction via finite-state cascades.

[BibT_eX]

[DOI]

Fabio Ciravegna

Nat. Lang. Eng., 2002

Building thematic lexical resources by term categorization.

[BibT_eX]

[DOI]