Danilo Croce

Proceedings of the Deep Learning Theory and Applications - 4th International Conference, 2023

End-to-end Dependency Parsing via Auto-regressive Large Language Model.

[BibT_eX]

[DOI]

Claudiu Daniel Hromei

Proceedings of the 9th Italian Conference on Computational Linguistics, Venice, Italy, November 30, 2023

Scaling Large Language Models to the Extreme: Neural Semantic Processing of Multiple Tasks in Italian.

[BibT_eX]

[DOI]

Proceedings of the AIxIA 2023 - Advances in Artificial Intelligence, 2023

2022

Learning to Generate Examples for Semantic Processing Tasks.

[BibT_eX]

[DOI]

Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, 2022

Ethics by Design for Intelligent and Sustainable Adaptive Systems.

[BibT_eX]

[DOI]

Luca Squadrone

Proceedings of the AIxIA 2022 - Advances in Artificial Intelligence, 2022

Embedding Contextual Information in Seq2seq Models for Grounded Semantic Role Labeling.

[BibT_eX]

[DOI]

Claudiu Daniel Hromei

Lorenzo Cristofori

Proceedings of the AIxIA 2022 - Advances in Artificial Intelligence, 2022

Grounding end-to-end Architectures for Semantic Role Labeling in Human Robot Interaction.

[BibT_eX]

[DOI]

Claudiu Daniel Hromei

Francesco Scotto di Luzio

Proceedings of the Sixth Workshop on Natural Language for Artificial Intelligence (NL4AI 2022) co-located with 21th International Conference of the Italian Association for Artificial Intelligence (AI*IA 2022), 2022

2021

Sentiment Polarity Classification at EVALITA: Lessons Learned and Open Challenges.

[BibT_eX]

[DOI]

IEEE Trans. Affect. Comput., 2021

GQA-it: Italian Question Answering on Image Scene Graphs.

[BibT_eX]

[DOI]

Proceedings of the Eighth Italian Conference on Computational Linguistics, 2021

Knowledge-Based Neural Pre-training for Intelligent Document Management.

[BibT_eX]

[DOI]

Proceedings of the AIxIA 2021 - Advances in Artificial Intelligence, 2021

HeAL9000: an Intelligent Rehabilitation Robot.

[BibT_eX]

[DOI]

Lorenzo Cristofori

Claudiu D. Hromei

Proceedings of the Workshop on Towards Smarter Health Care: Can Artificial Intelligence Help? co-located with 20th International Conference of the Italian Association for Artificial Intelligence (AIxIA2021), 2021

Multi-task and Generative Adversarial Learning for Robust and Sustainable Text Classification.

[BibT_eX]

[DOI]

Claudia Breazzano

Proceedings of the AIxIA 2021 - Advances in Artificial Intelligence, 2021

MT-GAN-BERT: Multi-Task and Generative Adversarial Learning for Sustainable Language Processing.

[BibT_eX]

[DOI]

Claudia Breazzano

Proceedings of the Fifth Workshop on Natural Language for Artificial Intelligence (NL4AI 2021) co-located with 20th International Conference of the Italian Association for Artificial Intelligence (AI*IA 2021), 2021

Learning to Solve NLP Tasks in an Incremental Number of Languages.

[BibT_eX]

[DOI]

Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing, 2021

2020

Adversarial training for few-shot text classification.

[BibT_eX]

[DOI]

Intelligenza Artificiale, 2020

GASP! Generating Abstracts of Scientific Papers from Abstracts of Cited Papers.

[BibT_eX]

[DOI]

CoRR, 2020

Grounded language interpretation of robotic commands through structured learning.

[BibT_eX]

[DOI]

Artif. Intell., 2020

UNITOR @ Sardistance2020: Combining Transformer-based Architectures and Transfer Learning for Robust Stance Detection.

[BibT_eX]

[DOI]

Proceedings of the Seventh Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2020), 2020

UNITOR @ DANKMEME: Combining Convolutional Models and Transformer-based architectures for accurate MEME management.

[BibT_eX]

[DOI]

Proceedings of the Seventh Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2020), 2020

EVALITA 2020: Overview of the 7th Evaluation Campaign of Natural Language Processing and Speech Tools for Italian.

[BibT_eX]

[DOI]

Proceedings of the Seventh Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2020), 2020

Automatic Induction of FrameNet lexical units in Italian.

[BibT_eX]

[DOI]

Proceedings of the Seventh Italian Conference on Computational Linguistics, 2020

GAN-BERT: Generative Adversarial Learning for Robust Text Classification with a Bunch of Labeled Examples.

[BibT_eX]

[DOI]

Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics, 2020

Actionable Ethics through Neural Learning.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Fourth AAAI Conference on Artificial Intelligence, 2020

2019

Neural embeddings: accurate and readable inferences based on semantic kernels.

[BibT_eX]

[DOI]

Nat. Lang. Eng., 2019

Enabling deep learning for large scale question answering in Italian.

[BibT_eX]

[DOI]

Alexandra Zelenanska

Intelligenza Artificiale, 2019

Making sense of kernel spaces in neural learning.

[BibT_eX]

[DOI]

Comput. Speech Lang., 2019

Auditing Deep Learning processes through Kernel-based Explanatory Models.

[BibT_eX]

[DOI]

Proceedings of the 10th Italian Information Retrieval Workshop, 2019

Automatic Recognition of Narrative Drama Units: A Structured Learning Approach.

[BibT_eX]

[DOI]

Proceedings of Text2Story, 2019

Deep Bidirectional Transformers for Italian Question Answering.

[BibT_eX]

[DOI]

Giorgio Brandi

Proceedings of the Sixth Italian Conference on Computational Linguistics, 2019

Kernel-Based Generative Adversarial Networks for Weakly Supervised Learning.

[BibT_eX]

[DOI]

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

2018

A Kernel-based Approach for Irony and Sarcasm Detection in Italian.

[BibT_eX]

[DOI]

Andrea Santilli

Proceedings of the Sixth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2018) co-located with the Fifth Italian Conference on Computational Linguistics (CLiC-it 2018), 2018

A Markovian Kernel-based Approach for itaLIan Speech acT labEliNg.

[BibT_eX]

[DOI]

Overview of the EVALITA 2018 Aspect-based Sentiment Analysis Task (ABSITA).

[BibT_eX]

[DOI]

Explaining non-linear Classifier Decisions within Kernel-based Deep Architectures.

[BibT_eX]

[DOI]

Proceedings of the Workshop: Analyzing and Interpreting Neural Networks for NLP, 2018

On the Readability of Deep Learning Models: the role of Kernel-based Deep Architectures.

[BibT_eX]

[DOI]

Proceedings of the Fifth Italian Conference on Computational Linguistics (CLiC-it 2018), 2018

Neural Learning for Question Answering in Italian.

[BibT_eX]

[DOI]

Alexandra Zelenanska

Proceedings of the AI*IA 2018 - Advances in Artificial Intelligence, 2018

2017

KELP: a Kernel-based Learning Platform.

[BibT_eX]

[DOI]

Giovanni Da San Martino

J. Mach. Learn. Res., 2017

Structured learning for spoken language understanding in human-robot interaction.

[BibT_eX]

[DOI]

Int. J. Robotics Res., 2017

Effective and scalable kernel-based language learning via stratified Nyström methods.

[BibT_eX]

[DOI]

Intelligenza Artificiale, 2017

Deep Learning for Automatic Image Captioning in Poor Training Conditions.

[BibT_eX]

[DOI]

Caterina Masotti

Proceedings of the Fourth Italian Conference on Computational Linguistics (CLiC-it 2017), 2017

Developing a Large Scale FrameNet for Italian: the IFrameNet Experience.

[BibT_eX]

[DOI]

Proceedings of the Fourth Italian Conference on Computational Linguistics (CLiC-it 2017), 2017

Monitoring Adolescents' Distress using Social Web data as a Source: the InsideOut Project.

[BibT_eX]

[DOI]

Federico Fiori Nastro

Paolo Fiori Nastro

Chantal Michel

Stefanie Schmidt

Frauke Schultze-Lutter

Proceedings of the Fourth Italian Conference on Computational Linguistics (CLiC-it 2017), 2017

On the Impact of Linguistic Information in Kernel-Based Deep Architectures.

[BibT_eX]

[DOI]

Proceedings of the AI*IA 2017 Advances in Artificial Intelligence, 2017

Structured Learning for Context-aware Spoken Language Understanding of Robotic Commands.

[BibT_eX]

[DOI]

Proceedings of the First Workshop on Language Grounding for Robotics, 2017

Deep Learning in Semantic Kernel Spaces.

[BibT_eX]

[DOI]

Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics, 2017

2016

Robust Spoken Language Understanding for House Service Robots.

[BibT_eX]

[DOI]

Polibits, 2016

KeLP at SemEval-2016 Task 3: Learning Semantic Relations between Questions and Answers.

[BibT_eX]

[DOI]

Proceedings of the 10th International Workshop on Semantic Evaluation, 2016

A Language Independent Method for Generating Large Scale Polarity Lexicons.

[BibT_eX]

[DOI]

Proceedings of the Tenth International Conference on Language Resources and Evaluation LREC 2016, 2016

Dialogue with Robots to Support Symbiotic Autonomy.

[BibT_eX]

[DOI]

Proceedings of the Dialogues with Social Robots, 2016

A Discriminative Approach to Grounded Spoken Language Understanding in Interactive Robotics.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence, 2016

Injecting Sentiment Information in Context-aware Convolutional Neural Networks.

[BibT_eX]

[DOI]

Proceedings of the 7th Italian Information Retrieval Workshop, 2016

Large-Scale Kernel-Based Language Learning Through the Ensemble Nystr đdoto o ¨ m Methods.

[BibT_eX]

[DOI]

Proceedings of the Advances in Information Retrieval, 2016

Context-aware Spoken Language Understanding for Human Robot Interaction.

[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

Nyström Methods for Efficient Kernel-Based Methods for Community Question Answering.

[BibT_eX]

[DOI]

Context-aware Convolutional Neural Networks for Twitter Sentiment Analysis in Italian.

[BibT_eX]

[DOI]

Overview of the Evalita 2016 SENTIment POLarity Classification Task.

[BibT_eX]

[DOI]

Spoken Language Understanding for Service Robotics in Italian.

[BibT_eX]

[DOI]

Proceedings of the AI*IA 2016: Advances in Artificial Intelligence - XVth International Conference of the Italian Association for Artificial Intelligence, Genova, Italy, November 29, 2016

User Mood Tracking for Opinion Analysis on Twitter.

[BibT_eX]

[DOI]

Proceedings of the AI*IA 2016: Advances in Artificial Intelligence - XVth International Conference of the Italian Association for Artificial Intelligence, Genova, Italy, November 29, 2016

Structured Knowledge and Kernel-based Learning: the case of Grounded Spoken Language Learning in Interactive Robotics.

[BibT_eX]

[DOI]

Proceedings of the AI*IA Workshop on Deep Understanding and Reasoning: A Challenge for Next-generation Intelligent Agents 2016 co-located with 15th International Conference of the Italian Association for Artificial Intelligence (AIxIA 2016), 2016

2015

Distributional Models for Lexical Semantics: An Investigation of Different Representations for Natural Language Learning.

[BibT_eX]

[DOI]

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

Semantic Tree Kernels for Statistical Natural Language Learning.

[BibT_eX]

[DOI]

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

Acquiring a Large Scale Polarity Lexicon Through Unsupervised Distributional Methods.

[BibT_eX]

[DOI]

Proceedings of the Natural Language Processing and Information Systems, 2015

Using semantic maps for robust natural language interaction with robots.

[BibT_eX]

[DOI]

Proceedings of the INTERSPEECH 2015, 2015

A Compositional Perspective in Convolution Kernels.

[BibT_eX]

[DOI]

Proceedings of the 6th Italian Information Retrieval Workshop, 2015

Bootstrapping Large Scale Polarity Lexicons through Advanced Distributional Methods.

[BibT_eX]

[DOI]

Proceedings of the AI*IA 2015, Advances in Artificial Intelligence, 2015

Using Semantic Models for Robust Natural Language Human Robot Interaction.

[BibT_eX]

[DOI]

Proceedings of the AI*IA 2015, Advances in Artificial Intelligence, 2015

KeLP: a Kernel-based Learning Platform for Natural Language Processing.

[BibT_eX]

[DOI]

Proceedings of the 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing of the Asian Federation of Natural Language Processing, 2015

A Stratified Strategy for Efficient Kernel-Based Learning.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Ninth AAAI Conference on Artificial Intelligence, 2015

2014

UNITOR: Aspect Based Sentiment Analysis with Structured Learning.

[BibT_eX]

[DOI]

Proceedings of the 8th International Workshop on Semantic Evaluation, 2014

RoboCup@Home Spoken Corpus: Using Robotic Competitions for Gathering Datasets.

[BibT_eX]

[DOI]

Proceedings of the RoboCup 2014: Robot World Cup XVIII [papers from the 18th Annual RoboCup International Symposium, 2014

HuRIC: a Human Robot Interaction Corpus.

[BibT_eX]

[DOI]

Proceedings of the Ninth International Conference on Language Resources and Evaluation, 2014

Enabling Enterprise Semantic Search through Language Technologies: the ProgressIt Experience.

[BibT_eX]

[DOI]

Proceedings of the 5th Italian Information Retrieval Workshop, 2014

Effective Kernelized Online Learning in Language Processing Tasks.

[BibT_eX]

[DOI]

Proceedings of the Advances in Information Retrieval, 2014

Effective and Robust Natural Language Understanding for Human-Robot Interaction.

[BibT_eX]

[DOI]

Proceedings of the ECAI 2014 - 21st European Conference on Artificial Intelligence, 18-22 August 2014, Prague, Czech Republic, 2014

A context-based model for Sentiment Analysis in Twitter.

[BibT_eX]

[DOI]

Andrea Vanzo

Proceedings of the COLING 2014, 2014

Semantic Compositionality in Tree Kernels.

[BibT_eX]

[DOI]

Paolo Annesi

Proceedings of the 23rd ACM International Conference on Conference on Information and Knowledge Management, 2014

2013

UNITOR-CORE_TYPED: Combining Text Similarity and Semantic Filters through SV Regression.

[BibT_eX]

[DOI]

Valerio Storch

Proceedings of the Second Joint Conference on Lexical and Computational Semantics, 2013

UNITOR: Combining Syntactic and Semantic Kernels for Twitter Sentiment Analysis.

[BibT_eX]

[DOI]

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

UNITOR-HMM-TK: Structured Kernel-based learning for Spatial Role Labeling.

[BibT_eX]

[DOI]

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

INSEARCH: A Platform for Enterprise Semantic Search.

[BibT_eX]

[DOI]

Proceedings of the 4th Italian Information Retrieval Workshop, 2013

Linear Online Learning over Structured Data with Distributed Tree Kernels.

[BibT_eX]

[DOI]

Proceedings of the 12th International Conference on Machine Learning and Applications, 2013

Robust Language Learning via Efficient Budgeted Online Algorithms.

[BibT_eX]

[DOI]

Proceedings of the 13th IEEE International Conference on Data Mining Workshops, 2013

A Robust Machine Learning Approach for Signal Separation and Classification.

[BibT_eX]

[DOI]

Proceedings of the Pattern Recognition and Image Analysis - 6th Iberian Conference, 2013

Enabling Advanced Business Intelligence in Divino.

[BibT_eX]

[DOI]

Proceedings of the 7th International Workshop on Information Filtering and Retrieval co-located with the 13th Conference of the Italian Association for Artificial Intelligence (AI*IA 2013), 2013

Textual Inference and Meaning Representation in Human Robot Interaction.

[BibT_eX]

[DOI]

Proceedings of the Joint Symposium on Semantic Processing. Textual Inference and Structures in Corpora, 2013

Towards Compositional Tree Kernels.

[BibT_eX]

[DOI]

Paolo Annesi

Proceedings of the Joint Symposium on Semantic Processing. Textual Inference and Structures in Corpora, 2013

2012

Structured learning for semantic role labeling.

[BibT_eX]

[DOI]

Emanuele Bastianelli

Intelligenza Artificiale, 2012

UNITOR: Combining Semantic Text Similarity functions through SV Regression.

[BibT_eX]

[DOI]

Proceedings of the 6th International Workshop on Semantic Evaluation, 2012

Distributional Compositional Semantics and Text Similarity.

[BibT_eX]

[DOI]

Proceedings of the Sixth IEEE International Conference on Semantic Computing, 2012

Grammatical Feature Engineering for Fine-grained IR Tasks.

[BibT_eX]

[DOI]

Proceedings of the 3rd Italian Information Retrieval Workshop, 2012

Algebraic Compositional Models for Semantic Similarity in Ranking and Clustering.

[BibT_eX]

[DOI]

Proceedings of the 3rd Italian Information Retrieval Workshop, 2012

Robust Requirements Analysis in Complex Systems through Machine Learning.

[BibT_eX]

[DOI]

Proceedings of the Trustworthy Eternal Systems via Evolving Software, Data and Knowledge, 2012

Distributional Models and Lexical Semantics in Convolution Kernels.

[BibT_eX]

[DOI]

Proceedings of the Computational Linguistics and Intelligent Text Processing, 2012

Verb Classification using Distributional Similarity in Syntactic and Semantic Structures.

[BibT_eX]

[DOI]

Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics, Proceedings of the Conference, July 8-14, 2012, Jeju Island, Korea, 2012

2011

Structured Kernel-Based Learning for the Frame Labeling over Italian Texts.

[BibT_eX]

[DOI]

Emanuele Bastianelli

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

Structured Lexical Similarity via Convolution Kernels on Dependency Trees.

[BibT_eX]

[DOI]

Proceedings of the 2011 Conference on Empirical Methods in Natural Language Processing, 2011

Semantic convolution kernels over dependency trees: smoothed partial tree kernel.

[BibT_eX]

[DOI]

Proceedings of the 20th ACM Conference on Information and Knowledge Management, 2011

Structured Learning for Semantic Role Labeling.

[BibT_eX]

[DOI]

Proceedings of the AI*IA 2011: Artificial Intelligence Around Man and Beyond, 2011

Latent Topic Models of Surface Syntactic Information.

[BibT_eX]

[DOI]

Proceedings of the AI*IA 2011: Artificial Intelligence Around Man and Beyond, 2011

2010

Extensive Evaluation of a FrameNet-WordNet mapping resource.

[BibT_eX]

[DOI]

Diego De Cao

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

Acquiring IE Patterns through Distributional Lexical Semantic Models.

[BibT_eX]

[DOI]

Proceedings of the Computational Linguistics and Intelligent Text Processing, 2010

Comparing EEG/ERP-Like and fMRI-Like Techniques for Reading Machine Thoughts.

[BibT_eX]

[DOI]

Proceedings of the Brain Informatics, International Conference, 2010

Towards Open-Domain Semantic Role Labeling.

[BibT_eX]

[DOI]

Proceedings of the ACL 2010, 2010

2009

Semantic Word Spaces for Robust Role Labeling.

[BibT_eX]

[DOI]

Cristina Giannone

Proceedings of the International Conference on Machine Learning and Applications, 2009

Learning Semantic Roles for Ontology Patterns.

[BibT_eX]

[DOI]

Proceedings of the 2009 IEEE/WIC/ACM International Conference on Web Intelligence and International Conference on Intelligent Agent Technology, 2009

Cross-Language Frame Semantics Transfer in Bilingual Corpora.

[BibT_eX]

[DOI]

Proceedings of the Computational Linguistics and Intelligent Text Processing, 2009

Reading What Machines "<i>Think</i>".

[BibT_eX]

[DOI]