Combining Word Sense and Usage for Modeling Frame Semantics. - Diego De Cao; Danilo Croce; Marco Pennacchiotti; Roberto Basili 001 (STEP, 2008)

Automatic induction of FrameNet lexical units. - Marco Pennacchiotti; Diego De Cao; Roberto Basili 001; Danilo Croce; Michael Roth 001 (EMNLP, 2008)

A Robust Geometric Model for Argument Classification. - Cristina Giannone; Danilo Croce; Roberto Basili 001; Diego De Cao (AI*IA, 2009)

Reading What Machines "Think". - Fabio Massimo Zanzotto; Danilo Croce (Brain Informatics, 2009)

Cross-Language Frame Semantics Transfer in Bilingual Corpora. - Roberto Basili 001; Diego De Cao; Danilo Croce; Bonaventura Coppola; Alessandro Moschitti (CICLing, 2009)

Learning Semantic Roles for Ontology Patterns. - Roberto Basili 001; Danilo Croce; Diego De Cao; Cristina Giannone (Web Intelligence/IAT Workshops, 2009)

Semantic Word Spaces for Robust Role Labeling. - Cristina Giannone; Danilo Croce; Roberto Basili 001 (ICMLA, 2009)

Towards Open-Domain Semantic Role Labeling. - Danilo Croce; Cristina Giannone; Paolo Annesi; Roberto Basili 001 (ACL, 2010)

Comparing EEG/ERP-Like and fMRI-Like Techniques for Reading Machine Thoughts. - Fabio Massimo Zanzotto; Danilo Croce (Brain Informatics, 2010)

Acquiring IE Patterns through Distributional Lexical Semantic Models. - Roberto Basili 001; Danilo Croce; Cristina Giannone; Diego De Cao (CICLing, 2010)

Extensive Evaluation of a FrameNet-WordNet mapping resource. - Diego De Cao; Danilo Croce; Roberto Basili 001 (LREC, 2010)

Latent Topic Models of Surface Syntactic Information. - Roberto Basili 001; Cristina Giannone; Danilo Croce; Carlotta Domeniconi (AI*IA, 2011)

Structured Learning for Semantic Role Labeling. - Danilo Croce; Roberto Basili 001 (AI*IA, 2011)

Semantic convolution kernels over dependency trees: smoothed partial tree kernel. - Danilo Croce; Alessandro Moschitti; Roberto Basili 001 (CIKM, 2011)

Structured Lexical Similarity via Convolution Kernels on Dependency Trees. - Danilo Croce; Alessandro Moschitti; Roberto Basili 001 (EMNLP, 2011)

Structured Kernel-Based Learning for the Frame Labeling over Italian Texts. - Danilo Croce; Emanuele Bastianelli; Giuseppe Castellucci (EVALITA, 2011)

Verb Classification using Distributional Similarity in Syntactic and Semantic Structures. - Danilo Croce; Alessandro Moschitti; Roberto Basili 001; Martha Palmer (ACL (1), 2012)

Distributional Models and Lexical Semantics in Convolution Kernels. - Danilo Croce; Simone Filice; Roberto Basili 001 (CICLing (1), 2012)

Robust Requirements Analysis in Complex Systems through Machine Learning. - Francesco Garzoli; Danilo Croce; Manuela Nardini; Francesco Ciambra; Roberto Basili 001 (EternalS@ECAI, 2012)

Algebraic Compositional Models for Semantic Similarity in Ranking and Clustering. - Paolo Annesi; Valerio Storch; Danilo Croce; Roberto Basili 001 (IIR, 2012)

Grammatical Feature Engineering for Fine-grained IR Tasks. - Danilo Croce; Roberto Basili 001 (IIR, 2012)

Distributional Compositional Semantics and Text Similarity. - Danilo Croce; Valerio Storch; Paolo Annesi; Roberto Basili 001 (ICSC, 2012)

UNITOR: Combining Semantic Text Similarity functions through SV Regression. - Danilo Croce; Paolo Annesi; Valerio Storch; Roberto Basili 001 (SemEval@NAACL-HLT, 2012)

Structured learning for semantic role labeling. - Danilo Croce; Giuseppe Castellucci; Emanuele Bastianelli (Intelligenza Artificiale, 2012)

Towards Compositional Tree Kernels. - Paolo Annesi; Danilo Croce; Roberto Basili 001 (JSSP, 2013)

Textual Inference and Meaning Representation in Human Robot Interaction. - Emanuele Bastianelli; Giuseppe Castellucci; Danilo Croce; Roberto Basili 001 (JSSP, 2013)

Enabling Advanced Business Intelligence in Divino. - Danilo Croce; Francesco Garzoli; Marco Montesi; Diego De Cao; Roberto Basili 001 (DART@AI*IA, 2013)

A Robust Machine Learning Approach for Signal Separation and Classification. - Simone Filice; Danilo Croce; Roberto Basili 001 (IbPRIA, 2013)

Robust Language Learning via Efficient Budgeted Online Algorithms. - Simone Filice; Giuseppe Castellucci; Danilo Croce; Roberto Basili 001 (ICDM Workshops, 2013)

Linear Online Learning over Structured Data with Distributed Tree Kernels. - Simone Filice; Danilo Croce; Roberto Basili 001; Fabio Massimo Zanzotto (ICMLA (1), 2013)

INSEARCH: A Platform for Enterprise Semantic Search. - Diego De Cao; Valerio Storch; Danilo Croce; Roberto Basili 001 (IIR, 2013)

UNITOR-HMM-TK: Structured Kernel-based learning for Spatial Role Labeling. - Emanuele Bastianelli; Danilo Croce; Roberto Basili 001; Daniele Nardi (SemEval@NAACL-HLT, 2013)

UNITOR: Combining Syntactic and Semantic Kernels for Twitter Sentiment Analysis. - Giuseppe Castellucci; Simone Filice; Danilo Croce; Roberto Basili 001 (SemEval@NAACL-HLT, 2013)

UNITOR-CORE_TYPED: Combining Text Similarity and Semantic Filters through SV Regression. - Danilo Croce; Valerio Storch; Roberto Basili 001 (*SEM@NAACL-HLT, 2013)

Semantic Compositionality in Tree Kernels. - Paolo Annesi; Danilo Croce; Roberto Basili 001 (CIKM, 2014)

A context-based model for Sentiment Analysis in Twitter. - Andrea Vanzo; Danilo Croce; Roberto Basili 001 (COLING, 2014)

Effective and Robust Natural Language Understanding for Human-Robot Interaction. - Emanuele Bastianelli; Giuseppe Castellucci; Danilo Croce; Roberto Basili 001; Daniele Nardi (ECAI, 2014)

Effective Kernelized Online Learning in Language Processing Tasks. - Simone Filice; Giuseppe Castellucci; Danilo Croce; Roberto Basili 001 (ECIR, 2014)

Enabling Enterprise Semantic Search through Language Technologies: the ProgressIt Experience. - Roberto Basili 001; Andrea Ciapetti; Danilo Croce; Valeria Marino; Paolo Salvatore; Valerio Storch (IIR, 2014)

HuRIC: a Human Robot Interaction Corpus. - Emanuele Bastianelli; Giuseppe Castellucci; Danilo Croce; Luca Iocchi; Roberto Basili 001; Daniele Nardi (LREC, 2014)

RoboCup@Home Spoken Corpus: Using Robotic Competitions for Gathering Datasets. - Emanuele Bastianelli; Luca Iocchi; Daniele Nardi; Giuseppe Castellucci; Danilo Croce; Roberto Basili 001 (RoboCup, 2014)

UNITOR: Aspect Based Sentiment Analysis with Structured Learning. - Giuseppe Castellucci; Simone Filice; Danilo Croce; Roberto Basili 001 (SemEval@COLING, 2014)

A Stratified Strategy for Efficient Kernel-Based Learning. - Simone Filice; Danilo Croce; Roberto Basili 001 (AAAI, 2015)

KeLP: a Kernel-based Learning Platform for Natural Language Processing. - Simone Filice; Giuseppe Castellucci; Danilo Croce; Roberto Basili 001 (ACL (System Demonstrations), 2015)

Using Semantic Models for Robust Natural Language Human Robot Interaction. - Emanuele Bastianelli; Danilo Croce; Roberto Basili 001; Daniele Nardi (AI*IA, 2015)

Bootstrapping Large Scale Polarity Lexicons through Advanced Distributional Methods. - Giuseppe Castellucci; Danilo Croce; Roberto Basili 001 (AI*IA, 2015)

A Compositional Perspective in Convolution Kernels. - Roberto Basili 001; Paolo Annesi; Giuseppe Castellucci; Danilo Croce (IIR, 2015)

Using semantic maps for robust natural language interaction with robots. - Emanuele Bastianelli; Danilo Croce; Roberto Basili 001; Daniele Nardi (INTERSPEECH, 2015)

Acquiring a Large Scale Polarity Lexicon Through Unsupervised Distributional Methods. - Giuseppe Castellucci; Danilo Croce; Roberto Basili 001 (NLDB, 2015)

Semantic Tree Kernels for Statistical Natural Language Learning. - Danilo Croce; Roberto Basili 001; Alessandro Moschitti (Italian Natural Language Processing within the PARLI Project, 2015)

Distributional Models for Lexical Semantics: An Investigation of Different Representations for Natural Language Learning. - Danilo Croce; Simone Filice; Roberto Basili 001 (Italian Natural Language Processing within the PARLI Project, 2015)

Structured Knowledge and Kernel-based Learning: the case of Grounded Spoken Language Learning in Interactive Robotics. - Roberto Basili 001; Danilo Croce (URANIA@AI*IA, 2016)

User Mood Tracking for Opinion Analysis on Twitter. - Giuseppe Castellucci; Danilo Croce; Diego De Cao; Roberto Basili 001 (AI*IA, 2016)

Spoken Language Understanding for Service Robotics in Italian. - Andrea Vanzo; Danilo Croce; Giuseppe Castellucci; Roberto Basili 001; Daniele Nardi (AI*IA, 2016)

Overview of the Evalita 2016 SENTIment POLarity Classification Task. - Francesco Barbieri; Valerio Basile; Danilo Croce; Malvina Nissim; Nicole Novielli; Viviana Patti (CLiC-it/EVALITA, 2016)

Context-aware Convolutional Neural Networks for Twitter Sentiment Analysis in Italian. - Giuseppe Castellucci; Danilo Croce; Roberto Basili 001 (CLiC-it/EVALITA, 2016)

Nyström Methods for Efficient Kernel-Based Methods for Community Question Answering. - Danilo Croce; Simone Filice; Roberto Basili 001 (CLiC-it/EVALITA, 2016)

Context-aware Spoken Language Understanding for Human Robot Interaction. - Andrea Vanzo; Danilo Croce; Roberto Basili 001; Daniele Nardi (CLiC-it/EVALITA, 2016)

Large-Scale Kernel-Based Language Learning Through the Ensemble Nystr đdoto o ¨ m Methods. - Danilo Croce; Roberto Basili 001 (ECIR, 2016)

Injecting Sentiment Information in Context-aware Convolutional Neural Networks. - Danilo Croce; Giuseppe Castellucci; Roberto Basili 001 (IIR, 2016)

A Discriminative Approach to Grounded Spoken Language Understanding in Interactive Robotics. - Emanuele Bastianelli; Danilo Croce; Andrea Vanzo; Roberto Basili 001; Daniele Nardi (IJCAI, 2016)

Dialogue with Robots to Support Symbiotic Autonomy. - Andrea Vanzo; Danilo Croce; Emanuele Bastianelli; Guglielmo Gemignani; Roberto Basili 001; Daniele Nardi (IWSDS, 2016)

A Language Independent Method for Generating Large Scale Polarity Lexicons. - Giuseppe Castellucci; Danilo Croce; Roberto Basili 001 (LREC, 2016)

KeLP at SemEval-2016 Task 3: Learning Semantic Relations between Questions and Answers. - Simone Filice; Danilo Croce; Alessandro Moschitti; Roberto Basili 001 (SemEval@NAACL-HLT, 2016)

Robust Spoken Language Understanding for House Service Robots. - Andrea Vanzo; Danilo Croce; Emanuele Bastianelli; Roberto Basili 001; Daniele Nardi (Polibits, 2016)

Deep Learning in Semantic Kernel Spaces. - Danilo Croce; Simone Filice; Giuseppe Castellucci; Roberto Basili 001 (ACL (1), 2017)

Structured Learning for Context-aware Spoken Language Understanding of Robotic Commands. - Andrea Vanzo; Danilo Croce; Roberto Basili 001; Daniele Nardi (RoboNLP@ACL, 2017)

On the Impact of Linguistic Information in Kernel-Based Deep Architectures. - Danilo Croce; Simone Filice; Roberto Basili 001 (AI*IA, 2017)

Monitoring Adolescents' Distress using Social Web data as a Source: the InsideOut Project. - Roberto Basili 001; Valentina Bellomaria; Niels Jonas Bugge; Danilo Croce; Francesco De Michele; Federico Fiori Nastro; Paolo Fiori Nastro; Chantal Michel; Stefanie Schmidt; Frauke Schultze-Lutter (CLiC-it, 2017)

Developing a Large Scale FrameNet for Italian: the IFrameNet Experience. - Silvia Brambilla; Danilo Croce; Fabio Tamburini; Roberto Basili 001 (CLiC-it, 2017)

Deep Learning for Automatic Image Captioning in Poor Training Conditions. - Caterina Masotti; Danilo Croce; Roberto Basili 001 (CLiC-it, 2017)

Effective and scalable kernel-based language learning via stratified Nyström methods. - Danilo Croce; Simone Filice; Roberto Basili 001 (Intelligenza Artificiale, 2017)

Structured learning for spoken language understanding in human-robot interaction. - Emanuele Bastianelli; Giuseppe Castellucci; Danilo Croce; Roberto Basili 001; Daniele Nardi (Int. J. Robotics Res., 2017)

KELP: a Kernel-based Learning Platform. - Simone Filice; Giuseppe Castellucci; Giovanni Da San Martino; Alessandro Moschitti; Danilo Croce; Roberto Basili 001 (J. Mach. Learn. Res., 2017)

Neural Learning for Question Answering in Italian. - Danilo Croce; Alexandra Zelenanska; Roberto Basili 001 (AI*IA, 2018)

On the Readability of Deep Learning Models: the role of Kernel-based Deep Architectures. - Danilo Croce; Daniele Rossini; Roberto Basili 001 (CLiC-it, 2018)

Explaining non-linear Classifier Decisions within Kernel-based Deep Architectures. - Danilo Croce; Daniele Rossini; Roberto Basili 001 (BlackboxNLP@EMNLP, 2018)

Overview of the EVALITA 2018 Aspect-based Sentiment Analysis Task (ABSITA). - Pierpaolo Basile; Valerio Basile; Danilo Croce; Marco Polignano (EVALITA@CLiC-it, 2018)

A Markovian Kernel-based Approach for itaLIan Speech acT labEliNg. - Danilo Croce; Roberto Basili 001 (EVALITA@CLiC-it, 2018)

A Kernel-based Approach for Irony and Sarcasm Detection in Italian. - Andrea Santilli; Danilo Croce; Roberto Basili 001 (EVALITA@CLiC-it, 2018)

Kernel-Based Generative Adversarial Networks for Weakly Supervised Learning. - Danilo Croce; Giuseppe Castellucci; Roberto Basili 001 (AI*IA, 2019)

Deep Bidirectional Transformers for Italian Question Answering. - Danilo Croce; Giorgio Brandi; Roberto Basili 001 (CLiC-it, 2019)

Automatic Recognition of Narrative Drama Units: A Structured Learning Approach. - Danilo Croce; Roberto Basili 001; Vincenzo Lombardo; Eleonora Ceccaldi (Text2Story@ECIR, 2019)

Auditing Deep Learning processes through Kernel-based Explanatory Models. - Danilo Croce; Daniele Rossini; Roberto Basili 001 (IIR, 2019)

Making sense of kernel spaces in neural learning. - Danilo Croce; Simone Filice; Roberto Basili 001 (Comput. Speech Lang., 2019)

Enabling deep learning for large scale question answering in Italian. - Danilo Croce; Alexandra Zelenanska; Roberto Basili 001 (Intelligenza Artificiale, 2019)

Neural embeddings: accurate and readable inferences based on semantic kernels. - Danilo Croce; Daniele Rossini; Roberto Basili 001 (Nat. Lang. Eng., 2019)

Actionable Ethics through Neural Learning. - Daniele Rossini; Danilo Croce; Sara Mancini; Massimo Pellegrino; Roberto Basili 001 (AAAI, 2020)

GAN-BERT: Generative Adversarial Learning for Robust Text Classification with a Bunch of Labeled Examples. - Danilo Croce; Giuseppe Castellucci; Roberto Basili 001 (ACL, 2020)

Automatic Induction of FrameNet lexical units in Italian. - Silvia Brambilla; Danilo Croce; Fabio Tamburini; Roberto Basili 001 (CLiC-it, 2020)

EVALITA 2020: Overview of the 7th Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. - Valerio Basile; Danilo Croce; Maria Di Maro; Lucia C. Passaro (EVALITA, 2020)

UNITOR @ DANKMEME: Combining Convolutional Models and Transformer-based architectures for accurate MEME management. - Claudia Breazzano; Edoardo Rubino; Danilo Croce; Roberto Basili 001 (EVALITA, 2020)

UNITOR @ Sardistance2020: Combining Transformer-based Architectures and Transfer Learning for Robust Stance Detection. - Simone Giorgioni; Marcello Politi; Samir Salman; Roberto Basili 001; Danilo Croce (EVALITA, 2020)

Grounded language interpretation of robotic commands through structured learning. - Andrea Vanzo; Danilo Croce; Emanuele Bastianelli; Roberto Basili 001; Daniele Nardi (Artif. Intell., 2020)

GASP! Generating Abstracts of Scientific Papers from Abstracts of Cited Papers. - Fabio Massimo Zanzotto; Viviana Bono; Paola Vocca; Andrea Santilli; Danilo Croce; Giorgio Gambosi; Roberto Basili 001 (CoRR, 2020)

Adversarial training for few-shot text classification. - Danilo Croce; Giuseppe Castellucci; Roberto Basili 001 (Intelligenza Artificiale, 2020)

Learning to Solve NLP Tasks in an Incremental Number of Languages. - Giuseppe Castellucci; Simone Filice; Danilo Croce; Roberto Basili 001 (ACL/IJCNLP (2), 2021)

MT-GAN-BERT: Multi-Task and Generative Adversarial Learning for Sustainable Language Processing. - Claudia Breazzano; Danilo Croce; Roberto Basili 001 (NL4AI@AI*IA, 2021)

Multi-task and Generative Adversarial Learning for Robust and Sustainable Text Classification. - Claudia Breazzano; Danilo Croce; Roberto Basili 001 (AI*IA, 2021)

HeAL9000: an Intelligent Rehabilitation Robot. - Lorenzo Cristofori; Claudiu D. Hromei; Francesco Scotto di Luzio; Christian Tamantini; Francesca Cordella; Danilo Croce; Loredana Zollo; Roberto Basili 001 (SMARTERCARE@AI*IA, 2021)

Knowledge-Based Neural Pre-training for Intelligent Document Management. - Daniele Margiotta; Danilo Croce; Marco Rotoloni; Barbara Cacciamani; Roberto Basili 001 (AI*IA, 2021)

GQA-it: Italian Question Answering on Image Scene Graphs. - Danilo Croce; Lucia C. Passaro; Alessandro Lenci; Roberto Basili 001 (CLiC-it, 2021)

Sentiment Polarity Classification at EVALITA: Lessons Learned and Open Challenges. - Valerio Basile; Nicole Novielli; Danilo Croce; Francesco Barbieri; Malvina Nissim; Viviana Patti (IEEE Trans. Affect. Comput., 2021)

Grounding end-to-end Architectures for Semantic Role Labeling in Human Robot Interaction. - Claudiu Daniel Hromei; Danilo Croce; Roberto Basili 001 (NL4AI@AI*IA, 2022)

Embedding Contextual Information in Seq2seq Models for Grounded Semantic Role Labeling. - Claudiu Daniel Hromei; Lorenzo Cristofori; Danilo Croce; Roberto Basili 001 (AI*IA, 2022)

Ethics by Design for Intelligent and Sustainable Adaptive Systems. - Luca Squadrone; Danilo Croce; Roberto Basili 001 (AI*IA, 2022)

Learning to Generate Examples for Semantic Processing Tasks. - Danilo Croce; Simone Filice; Giuseppe Castellucci; Roberto Basili 001 (NAACL-HLT, 2022)

Scaling Large Language Models to the Extreme: Neural Semantic Processing of Multiple Tasks in Italian. - Claudiu D. Hromei; Danilo Croce; Valerio Basile; Roberto Basili 001 (AI*IA, 2023)

End-to-end Dependency Parsing via Auto-regressive Large Language Model. - Claudiu Daniel Hromei; Danilo Croce; Roberto Basili 001 (CLiC-it, 2023)

TaxoSBERT: Unsupervised Taxonomy Expansion Through Expressive Semantic Similarity. - Daniele Margiotta; Danilo Croce; Roberto Basili 001 (DeLTA, 2023)

ExtremITA at EVALITA 2023: Multi-Task Sustainable Scaling to Large Language Models at its Extreme. - Claudiu D. Hromei; Danilo Croce; Valerio Basile; Roberto Basili 001 (EVALITA, 2023)

Business Knowledge and Neural Learning: organisation-specific transformer via semantic pre-training. - Daniele Margiotta; Danilo Croce; Marco Rotoloni; Barbara Cacciamani; Roberto Basili 001 (Ital-IA, 2023)

An End-to-end Transformer-based Model for Interactive Grounded Language Understanding. - Claudiu Daniel Hromei; Daniele Margiotta; Danilo Croce; Roberto Basili 001 (NL4AI@AI*IA, 2023)

Grounding End-to-End Pre-trained architectures for Semantic Role Labeling in multiple languages. - Claudiu D. Hromei; Danilo Croce; Roberto Basili 001 (Intelligenza Artificiale, 2023)

Integrating Physical and Cognitive Interaction Capabilities in a Robot-Aided Rehabilitation Platform. - Christian Tamantini; Francesco Scotto di Luzio; Claudiu Daniel Hromei; Lorenzo Cristofori; Danilo Croce; Marco Cammisa; Arcangela Cristofaro; Maria Vittoria Marabello; Roberto Basili 001; Loredana Zollo (IEEE Syst. J., 2023)

MM-IGLU-IT: Multi-modal Interactive Grounded Language Understanding in Italian. - Federico Borazio; Claudiu Daniel Hromei; Elisa Passone; Danilo Croce; Roberto Basili 001 (AI*IA, 2024)

CALAMITA: Challenge the Abilities of LAnguage Models in ITAlian. - Giuseppe Attanasio; Pierpaolo Basile; Federico Borazio; Danilo Croce; Maria Francis; Jacopo Gili; Elio Musacchio; Malvina Nissim; Viviana Patti; Matteo Rinaldi; Daniel Scalena (CLiC-it, 2024)

La Non Canonica L'hai Studiata? Exploring LLMs and Sentence Canonicity in Italian. - Claudiu D. Hromei; Danilo Croce; Rodolfo Delmonte; Roberto Basili 001 (CLiC-it, 2024)

Leveraging Large Language Models for Fact Verification in Italian. - Antonio Scaiella; Stefano Costanzo; Elisa Passone; Danilo Croce; Giorgio Gambosi (CLiC-it, 2024)

MM-IGLU: Multi-Modal Interactive Grounded Language Understanding. - Claudiu Daniel Hromei; Daniele Margiotta; Danilo Croce; Roberto Basili 001 (LREC/COLING, 2024)

Evaluating Multimodal Large Language Models for Visual Question-Answering in Italian. - Antonio Scaiella; Daniele Margiotta; Claudiu Daniel Hromei; Danilo Croce; Roberto Basili 001 (NL4AI@AI*IA, 2024)

AI-driven transcriptomic encoders: From explainable models to accurate, sample-independent cancer diagnostics. - Danilo Croce; Artem Smirnov; Luigi Tiburzi; Serena Travaglini; Roberta Costa; Armando Calabrese; Roberto Basili 001; Nathan Levialdi Ghiron; Gerry Melino (Expert Syst. Appl., 2024)

Special Issue: Selected papers from the AIxIA 2023 Workshops. - Andrea Brunello; Danilo Croce (Intelligenza Artificiale, 2024)

Training Multi-Modal LLMs through Dialogue Planning for HRI. - Claudiu Daniel Hromei; Federico Borazio; Andrea Sensi; Elisa Passone; Danilo Croce; Roberto Basili 001 (ACL (Findings), 2025)

Adapting LLMs for Domain-Specific Retrieval: A Case Study in Nuclear Safety. - Federico Borazio; Danilo Croce; Roberto Basili 001 (ECIR (5), 2025)