Publications
Group highlights - ACL 2025
At the end of this page, you can find the full list of publications and patents.
Memorization is a fundamental ability of Transformer-based Large Language Models, achieved through learning. In this position/theory paper, we propose a paradigm shift by designing an architecture to memorize text directly, bearing in mind the principle that memorization precedes learning. We introduce MeMo, a novel architecture for language modeling that explicitly memorizes sequences of tokens in layered associative memories. By design, MeMo offers transparency and the possibility of model editing, including forgetting texts. We experimented with the MeMo architecture, showing the memorization power of the one-layer and the multi-layer configurations.
Zanzotto, Fabio Massimo; Ruzzetti, Elena Sofia; Xompero, Giancarlo A.; Ranaldi, Leonardo; Venditti, Davide; Ranaldi, Federico; Giannone, Cristina; Favalli, Andrea; Romagnoli, Raniero
Findings of the Association for Computational Linguistics: ACL 2025
Large Language Models (LLMs) memorize, and thus, among huge amounts of uncontrolled data, may memorize Personally Identifiable Information (PII), which should not be stored and, consequently, not leaked. In this paper, we introduce Private Memorization Editing (PME), an approach for preventing private data leakage that turns an apparent limitation, that is, the LLMs’ memorization ability, into a powerful privacy defense strategy. While attacks against LLMs have been performed exploiting previous knowledge regarding their training data, our approach aims to exploit the same kind of knowledge in order to make a model more robust. We detect a memorized PII and then mitigate the memorization of PII by editing a model knowledge of its training data. We verify that our procedure does not affect the underlying language model while making it more robust against privacy Training Data Extraction attacks. We demonstrate that PME can effectively reduce the number of leaked PII in a number of configurations, in some cases even reducing the accuracy of the privacy attacks to zero.
Ruzzetti, Elena Sofia; Xompero, Giancarlo A.; Venditti, Davide; Zanzotto, Fabio Massimo
Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)
Reasoning is an intricate process that transcends both language and vision; yet, despite its inherently modality-agnostic nature, develop-ing effective multilingual and multimodal reasoning capabilities remains a substantial challenge for Multimodal Large Language Models (MLLMs). They struggle to activate complex reasoning behaviours, delivering step-wise explanation, questioning and reflection, particularly in multilingual settings where high-quality supervision across languages is lacking. Recent works have introduced eclectic strategies to enhance MLLMs’ reasoning; however, they remain related to a single language.To make MLLMs’ reasoning capabilities aligned among languages and improve modality performances, we propose R2-MultiOmnia, a modular approach that instructs the models to abstract key elements of the reasoning process and then refine reasoning trajectories via self-correction. Specifically, we instruct the models producing multimodal synthetic resources by bridging modalities and then self-improving their capabilities. To stabilise learning and the reasoning processes structure, we propose Curriculum Learning Reasoning Stabilisation with structured output rewards to gradually refine the models’ capabilities to learn and deliver robust reasoning processes. Experiments show that R2-MultiOmnia improves multimodal reasoning, gets aligned performances among the languages approaching strong models.
Ranaldi, Leonardo; Ranaldi, Federico; Pucci, Giulia
Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)
We introduce the concept of protoknowledge to formalize and measure how sequences of tokens encoding Knowledge Graphs are internalized during pretraining and utilized at inference time by Large Language Models (LLMs). Indeed, LLMs have demonstrated the ability to memorize vast amounts of token sequences during pretraining, and a central open question is how they leverage this memorization as reusable knowledge through generalization. We then categorize protoknowledge into lexical, hierarchical, and topological forms, varying on the type of knowledge that needs to be activated. We measure protoknowledge through Knowledge Activation Tasks (KATs), analyzing its general properties such as semantic bias. We then investigate the impact of protoknowledge on Text-to-SPARQL performance by varying prompting strategies depending on input conditions. To this end, we adopt a novel analysis framework that assesses whether model predictions align with the successful activation of the relevant protoknowledge for each query. This methodology provides a practical tool to explore Semantic-Level Data Contamination and serves as an effective strategy for Closed-Pretraining models.
Ranaldi, Federico; Zugarini, Andrea; Ranaldi, Leonardo; Zanzotto, Fabio Massimo
Full List of publications
2025
Zoziuk, Maksym; Colizzi, Vittorio; Krysenko, Pavlo; Mattei, Maurizio; Bernardini, Roberta; Zanzotto, Fabio Massimo; Marini, Stefano; Koroliouk, Dmitri
Plant miRNAs for Improved Gene Regulation in a Wide Range of Human Cancers
2025
Zanzotto, Fabio Massimo; Ruzzetti, Elena Sofia; Xompero, Giancarlo A; Ranaldi, Leonardo; Venditti, Davide; Ranaldi, Federico; Giannone, Cristina; Favalli, Andrea; Romagnoli, Raniero
MeMo: Towards Language Models with Associative Memory Mechanisms
ACL Findings
2025
Zanzotto, Fabio Massimo; Ruzzetti, Elena Sofia; Xompero, Giancarlo A.; Ranaldi, Leonardo; Venditti, Davide; Ranaldi, Federico; Giannone, Cristina; Favalli, Andrea; Romagnoli, Raniero
Position Paper: MeMo: Towards Language Models with Associative Memory Mechanisms
Findings of the Association for Computational Linguistics: ACL 2025
2025
Waleron, Michal Mateusz; Kallor, Ashwin Adrian; Palkowski, Aleksander; Daghir-Wojtkowiak, Emilia; Borole, Piyush; Kocikowski, Mikolaj; Polom, Karol; Marino, Fabio; Monterde, Beatriz; Mastromattei, Michele; others
Expanding the definition of MHC Class I peptide binding promiscuity to support vaccine discovery across cancers with CARMEN
2025
Ruzzetti, Elena Sofia; Xompero, Giancarlo A.; Venditti, Davide; Zanzotto, Fabio Massimo
Private Memorization Editing: Turning Memorization into a Defense to Strengthen Data Privacy in Large Language Models
Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)
2025
Ranaldi, Leonardo; Ranaldi, Federico; Zanzotto, Fabio Massimo; Haddow, Barry; Birch, Alexandra
Improving Multilingual Retrieval-Augmented Language Models through Dialectic Reasoning Argumentations
2025
Ranaldi, Leonardo; Ranaldi, Federico; Pucci, Giulia
R2-MultiOmnia: Leading Multilingual Multimodal Reasoning via Self-Training
Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)
2025
Ranaldi, Leonardo; Ranaldi, Federico; Pucci, Giulia
{R}2-{M}ulti{O}mnia: Leading Multilingual Multimodal Reasoning via Self-Training
Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)
2025
Ranaldi, Federico; Zugarini, Andrea; Ranaldi, Leonardo; Zanzotto, Fabio Massimo
Protoknowledge Shapes Behaviour of LLMs in Downstream Tasks: Memorization and Generalization with Knowledge Graphs
2025
Pucci, Giulia; Zanzotto, Fabio Massimo; Ranaldi, Leonardo
Animate, or Inanimate, That Is the Question for Large Language Models
2025
Miranda, Michele; Ruzzetti, Elena Sofia; Santilli, Andrea; Zanzotto, Fabio Massimo; Brati{`e}res, S{'e}bastien; Rodol{`a}, Emanuele
Preserving Privacy in Large Language Models: A Survey on Current Threats and Solutions
2024
Venditti, Davide; Ruzzetti, Elena Sofia; Xompero, Giancarlo A; Giannone, Cristina; Favalli, Andrea; Romagnoli, Raniero; Zanzotto, Fabio Massimo
Enhancing Data Privacy in Large Language Models through Private Association Editing
2024
Scarpato, Noemi; Riondino, Silvia; Nourbakhsh, Aria; Roselli, Mario; Ferroni, Patrizia; Guadagni, Fiorella; Zanzotto, Fabio Massimo
Drug recommendation ranking for personalized medicine using outcomes of retrospective cancer patients
2024
Scarpato, Noemi; Nourbakhsh, Aria; Ferroni, Patrizia; Riondino, Silvia; Roselli, Mario; Fallucchi, Francesca; Barbanti, Piero; Guadagni, Fiorella; Zanzotto, Fabio Massimo
Evaluating explainable machine learning models for clinicians
2024
Ruzzetti, Elena Sofia; Venditti, Davide; Zanzotto, Fabio Massimo; Fallucchi, Francesca
Using distributional models for studying the influence of school textbooks in children bias
2024
Ruzzetti, Elena Sofia; Ranaldi, Federico; Onorati, Dario; Venditti, Davide; Ranaldi, Leonardo; Caselli, Tommaso; Zanzotto, Fabio Massimo
Assessing the Asymmetric Behaviour of Italian Large Language Models across Different Syntactic Structures
CLiC-it 2024: Tenth Italian Conference on Computational Linguistics,
2024
Ranaldi, Leonardo; Zanzotto, Fabio Massimo
Hans, are you clever? clever hans effect analysis of neural systems
*SEM
2024
Ranaldi, Leonardo; Ruzzetti, Elena Sofia; Venditti, Davide; Onorati, Dario; Zanzotto, Fabio Massimo
A Trip Towards Fairness: Bias and De-Biasing in Large Language Models
Proceedings of the 13th Joint Conference on Lexical and Computational Semantics (*SEM 2024)
2024
Ranaldi, Leonardo; Ruzzetti, Elena Sofia; Venditti, Davide; Onorati, Dario; Zanzotto, Fabio Massimo
A trip towards fairness: Bias and de-biasing in large language models
*SEM
2024
Ranaldi, Leonardo; Pucci, Giulia; Zanzotto, Fabio Massimo
Animate, or inanimate, that is the question for large language models
2024
Ranaldi, Leonardo; Pucci, Giulia; Zanzotto, Fabio Massimo
How far does the sequence of compositions impact Multilingual Pre-Training?
Proceedings of the 10th Italian Conference on Computational Linguistics (CLiC-it 2024)
2024
Ranaldi, Leonardo; Pucci, Giulia; Ranaldi, Federico; Ruzzetti, Elena Sofia; Zanzotto, Fabio Massimo
A Tree-of-Thoughts to Broaden Multi-step Reasoning across Languages
Findings of the Association for Computational Linguistics: NAACL 2024
2024
Ranaldi, Leonardo; Pucci, Giulia; Ranaldi, Federico; Ruzzetti, Elena Sofia; Zanzotto, Fabio Massimo
The limits of Italian in Reasoning Tasks
Proceedings of the 10th Italian Conference on Computational Linguistics (CLiC-it 2024)
2024
Ranaldi, Leonardo; Pucci, Giulia; Ranaldi, Federico; Ruzzetti, Elena Sofia; Zanzotto, Fabio Massimo
A tree-of-thoughts to broaden multi-step reasoning across languages
Findings of the Association for Computational Linguistics: NAACL 2024
2024
Ranaldi, Federico; Ruzzetti, Elena Sofia; Onorati, Dario; Zanzotto, Fabio Massimo; Ranaldi, Leonardo
Termite Italian Text-to-SQL: A CALAMITA Challenge
Proceedings of the 10th Italian Conference on Computational Linguistics (CLiC-it 2024)
2024
Ranaldi, Federico; Ruzzetti, Elena Sofia; Onorati, Dario; Ranaldi, Leonardo; Giannone, Cristina; Favalli, Andrea; Romagnoli, Raniero; Zanzotto, Fabio Massimo
Investigating the Impact of Data Contamination of Large Language Models in Text-to-SQL translation
2024
Ranaldi, Federico; Ruzzetti, Elena Sofia; Onorati, Dario; Ranaldi, Leonardo; Giannone, Cristina; Favalli, Andrea; Romagnoli, Raniero; Zanzotto, Fabio Massimo
Investigating the Impact of Data Contamination of Large Language Models in Text-to-SQL Translation
ACL Findings
2024
Pucci$^1$, Giulia; Ranaldi, Leonardo; Zanzotto$^1$, Fabio Massimo
Are All Languages Equal? Curriculum Learning over Different Languages
Proceedings of the 9th Italian Conference on Computational Linguistics CLiC-it 2023: Venice, Italy, November 30-December 2, 2023
2024
Onorati, Dario; Venditti, Davide; Ruzzetti, Elena Sofia; Ranaldi, Federico; Ranaldi, Leonardo; Zanzotto, Fabio Massimo
Measuring bias in Instruction-Following models with ItaP-AT for the Italian Language
Proceedings of the 10th Italian Conference on Computational Linguistics (CLiC-it 2024)
2024
Miranda, Michele; Ruzzetti, Elena Sofia; Santilli, Andrea; Zanzotto, Fabio Massimo; Brati{`e}res, S{'e}bastien; Rodol{`a}, Emanuele
Preserving privacy in large language models: A survey on current threats and solutions
2024
Mastromattei, Michele; Zanzotto, Fabio Massimo
Less is KEN: a Universal and Simple Non-Parametric Pruning Algorithm for Large Language Models
2024
Mastromattei, Michele; Zanzotto, Fabio Massimo
Linguistic Fingerprint in Transformer Models: How Language Variation Influences Parameter Selection in Irony Detection
2024
Mastromattei, Michele; Pa{\l}kowski, Aleksander; Nourbakhsh, Aria; Alfaro, Javier Antonio; Zanzotto, Fabio Massimo
Artificial intelligence perceives marginal gains from MHC haplotype data: analysis and datasets that challenge models
2024
Batini, Carlo; Santucci, Gaetano; Palmonari, Matteo; Bellandi, Valerio; Fersini, Elisabetta; Pernici, Barbara; Zanzotto, Fabio; Vecchi, Giancarlo; Ronchi, Stefano; others
Towards a Semantic Document Management System for Public Administration
Proceedings of the Ital-IA Intelligenza Artificiale-Thematic Workshops co-located with the 4th CINI National Lab AIIS Conference on Artificial Intelligence (Ital-IA 2024)
2023
Zanzotto, Fm; Bizzarri, Emanuela; Pasquazi, Daniele; others
Do not ask what Instruction-following Large Language Models can do for teaching
2023
Zanzotto, Fabio Massimo; Pradhan, Sameer
Proceedings of the 17th Conference of the European Chapter of the Association for Computational Linguistics: Tutorial Abstracts
Proceedings of the 17th Conference of the European Chapter of the Association for Computational Linguistics: Tutorial Abstracts
2023
Ruzzetti, Elena Sofia; Ranaldi, Federico; Logozzo, Felicia; Mastromattei, Michele; Ranaldi, Leonardo; Zanzotto, Fabio Massimo
Exploring Linguistic Properties of Monolingual {BERT}s with Typological Classification among Languages
Findings of the Association for Computational Linguistics: EMNLP 2023
2023
Ruzzetti, Elena Sofia; Onorati, Dario; Ranaldi, Leonardo; Venditti, Davide; Zanzotto, Fabio Massimo; others
Investigating gender bias in large language models for the italian language
CEUR WORKSHOP PROCEEDINGS
2023
Ruzzetti, Elena Sofia; Onorati, Dario; Ranaldi, Leonardo; Venditti, Davide; Zanzotto, Fabio Massimo
Investigating Gender Bias in Large Language Models for the Italian Language
CLiC-it 2023: 9th Italian Conference on Computational Linguistics
2023
Ranaldi, Leonardo; Ruzzetti, Elena Sofia; Zanzotto, Fabio Massimo
PreCog: Exploring the Relation between Memorization and Performance in Pre-trained Language Models
Proceedings of the 14th International Conference on Recent Advances in Natural Language Processing
2023
Ranaldi, Leonardo; Pucci, Giulia; Zanzotto, Fabio Massimo
Modeling easiness for training transformers with curriculum learning
Proceedings of the 14th International Conference on Recent Advances in Natural Language Processing
2023
Ranaldi, Leonardo; Pucci, Giulia; Ruzzetti, Elena Sofia; Zanzotto, Fabio Massimo; Freitas, Andr{'e}
Teasing LLMs adapted to Italian
Proceedings of the 9th Italian Conference on Computational Linguistics (CLiC-it 2023)
2023
Ranaldi, Leonardo; Pucci, Giulia; Ranaldi, Federico; Ruzzetti, Elena Sofia; Zanzotto, Fabio Massimo
Empowering multi-step reasoning across languages via tree-of-thoughts
2023
Ranaldi, Leonardo; Nourbakhsh, Aria; Ruzzetti, Elena Sofia; Patrizi, Arianna; Onorati, Dario; Mastromattei, Michele; Fallucchi, Francesca; Zanzotto, Fabio Massimo
The Dark Side of the Language: Pre-trained Transformers in the {D}ark{N}et
Proceedings of the 14th International Conference on Recent Advances in Natural Language Processing
2023
Ranaldi, Federico; Ruzzetti, Elena Sofia; Ranaldi, Leonardo; Venditti, Davide; Giannone, Cristina; Favalli, Andrea; Romagnoli, Raniero; Zanzotto, Fabio Massimo
Prompting LLMs in Italian language for Text-to-SQL translation
Italian Conference on Computational Linguistics 2023
2023
Ranaldi, Federico; Ruzzetti, Elena Sofia; Logozzo, Felicia; Mastromattei, Michele; Ranaldi, Leonardo; Zanzotto, Fabio Massimo
Exploring Linguistic Properties of Monolingual BERTs with Typological Classification among Languages
EMNLP Findings 2023
2023
Onorati, Dario; Sofia, Ruzzetti Elena; Davide, Venditti; Leonardo, Ranaldi; Massimo, Zanzotto Fabio; others
Measuring bias in instruction-following models with P-AT
Findings of the Association for Computational Linguistics: EMNLP 2023
2023
Onorati, Dario; Ruzzetti, Elena Sofia; Venditti, Davide; Ranaldi, Leonardo; Zanzotto, Fabio Massimo
Measuring bias in Instruction-Following models with {P}-{AT}
Findings of the Association for Computational Linguistics: EMNLP 2023
2023
Onorati, Dario; Ranaldi, Leonardo; Nourbakhsh, Aria; Patrizi, Arianna; Ruzzetti, Elena Sofia; Mastromattei, Michele; Fallucchi, Francesca; Zanzotto, Fabio Massimo
The Dark Side of the Language: Syntax-Based Neural Networks Rivaling Transformers in Definitely Unseen Sentences
2023 IEEE/WIC International Conference on Web Intelligence and Intelligent Agent Technology (WI-IAT)
2023
Kallor, Ashwin Adrian; Waleron, Micha{\l}; Bedran, Georges; Eug{'e}nio, Patr{'\i}cia; Pesquita, Catia; Faria, Daniel; Zanzotto, Fabio Massimo; Battail, Christophe; Rajan, Ajitha; Alfaro, Javier
CARMEN: A pan-HLA and pan-cancer proteogenomic database on antigen presentation to support cancer immunotherapy
2023
Jeanneret, Florian; Bazelle, Pauline; Schoch, Sarah; Pillet, Catherine; Um, In Hwa; Bouzit, Assilah; Evrard, Bertrand; Seffar, Evan; Chalmel, Fr{'e}d{'e}ric; Alfaro, Javier A; others
Microenvironment of metastasis reveals key predictors of PD-1 blockade response in renal cell carcinoma
2023
Coquelet, Elodine; Silva, Marta; Balbi, Laura; Riba, Jofre; Alfaro, Javier Antonio; Zanzotto, Fabio Massimo; Pesquita, Catia; Kumar, Rohit; Battail, Christophe
Data Lakehouse to support the development of AI models for predicting patient response to anti-tumor therapies
ECCB/ISMB 2023
2023
Bedran, Georges; Gasser, Hans-Christof; Weke, Kenneth; Wang, Tongjie; Bedran, Dominika; Laird, Alexander; Battail, Christophe; Zanzotto, Fabio Massimo; Pesquita, Catia; Axelson, H{\aa}kan; others
The immunopeptidome from a genomic perspective: establishing the noncanonical landscape of MHC class I–associated peptides
2023
Achena, Flavia; Preti, David; Venditti, Davide; Ranaldi, Leonardo; Giannone, Cristina; Zanzotto, Fabio Massimo; Favalli, Andrea; Romagnoli, Raniero; others
Legal Summarization: to each Court its own model
2022
Yakimenko, Yurii; Stirenko, Sergii; Koroliouk, Dimitri; Gordienko, Yuri; Zanzotto, Fabio Massimo
Implementation of personalized medicine by artificial intelligence platform
Soft Computing for Security Applications: Proceedings of ICSCS 2022
2022
Ruzzetti, Elena Sofia; Ranaldi, Leonardo; Mastromattei, Michele; Fallucchi, Francesca; Scarpato, Noemi; Zanzotto, Fabio Massimo
Lacking the Embedding of a Word? Look it up into a Traditional Dictionary
Findings of the Association for Computational Linguistics: ACL 2022
2022
Ranaldi, Leonardo; Ranaldi, Federico; Fallucchi, Francesca; Zanzotto, Fabio Massimo
Shedding light on the dark web: Authorship attribution in radical forums
2022
Ranaldi, Leonardo; Petito, Michele; Gerardi, Marco; Fallucchid, Francesca; Zanzotto, Fabio Massimo
Machine Learning Techniques for Italian Phishing Detection.
ITASEC
2022
Ranaldi, Leonardo; Nourbakhsh, Aria; Patrizi, Arianna; Ruzzetti, Elena Sofia; Onorati, Dario; Fallucchi, Francesca; Zanzotto, Fabio Massimo
The dark side of the language: Pre-trained transformers in the darknet
2022
Ranaldi, Leonardo; Nourbakhsh, Aria; Fallucchid, Francesca; Zanzotto, Fabio Massimo
C-OSINT: COVID-19 Open Source Artificial INTelligence Framework.
ITASEC
2022
Ranaldi, Leonardo; Mastromattei, Michele; Onorati, Dario; Fallucchi, Francesca; others
KERMIT for Sentiment Analysis in Italian Healthcare Reviews
CEUR WORKSHOP PROCEEDINGS
2022
Michele, Mastromattei; Basile, Valerio; Zanzotto, Fabio Massimo; others
Change my mind: How syntax-based hate speech recognizer can uncover hidden motivations based on different viewpoints
1st Workshop on Perspectivist Approaches to Disagreement in NLP, NLPerspectives 2022 as part of Language Resources and Evaluation Conference, LREC 2022 Workshop
2022
Mastromattei, Michele; Ranaldi, Leonardo; Fallucchi, Francesca; Zanzotto, Fabio Massimo
Syntax and prejudice: Ethically-charged biases of a syntax-based hate speech recognizer unveiled
2022
Gerardi, Marco; Barud, Katarzyna; Wagner, Marie-Catherine; Forgo, Nikolaus; Fallucchi, Francesca; Scarpato, Noemi; Guadagni, Fiorella; Zanzotto, Fabio Massimo
Active Informed Consent to Boost the Application of Machine Learning in Medicine
2022
Dagan, Ido; Roth, Dan; Zanzotto, Fabio; Sammons, Mark
Recognizing textual entailment: Models and applications
2022
Dagan, Ido; Roth, Dan; Sammons, Mark; Zanzotto, Fabio Massimo
Architectures and Approaches
Recognizing Textual Entailment: Models and Applications
2022
Dagan, Ido; Roth, Dan; Sammons, Mark; Zanzotto, Fabio Massimo
Research Directions in RTE
Recognizing Textual Entailment: Models and Applications
2022
Dagan, Ido; Roth, Dan; Sammons, Mark; Zanzotto, Fabio Massimo
Alignment, Classification, and Learning
Recognizing Textual Entailment: Models and Applications
2022
Dagan, Ido; Roth, Dan; Sammons, Mark; Zanzotto, Fabio Massimo
Knowledge Acquisition for Textual Entailment
Recognizing Textual Entailment: Models and Applications
2022
Bedran, Georges; Wang, Tongjie; Pankanin, Dominika; Weke, Kenneth; Laird, Alexander; Battail, Christophe; Zanzotto, Fabio Massimo; Pesquita, Catia; Axelson, H{\aa}kan; Rajan, Ajitha; others
The immunopeptidome from a genomic perspective: Establishing immune-relevant regions for cancer vaccine design
2022
Bedran, Georges; Wang, Tongjie; Pankanin, Dominika; Weke, Kenneth; Laird, Alexander; Battail, Christophe; Zanzotto, Fabio Massimo; Pesquita, Catia; Axelson, Hakan; Rajan, Ajitha; others
A comprehensive library of canonical and non-canonical mhc class i antigens for cancer vaccine development
2021
Xompero, Giancarlo A; Mastromattei, Michele; Salman, Samir; Giannone, Cristina; Favalli, Andrea; Romagnoli, Raniero; Zanzotto, Fabio Massimo
Every time I fire a conversational designer, the performance of the dialog system goes down
2021
Ruzzetti, Elena Sofia; Ranaldi, Leonardo; Mastromattei, Michele; Fallucchi, Francesca; Zanzotto, Fabio Massimo
Lacking the embedding of a word? look it up into a traditional dictionary
2021
Ranaldi, Leonardo; Zanzotto, Fabio Massimo
Discover AI knowledge to preserve Cultural Heritage
2021
Ranaldi, Leonardo; Fallucchi, Francesca; Zanzotto, Fabio Massimo
Dis-cover ai minds to preserve human knowledge
2021
Ranaldi, Leonardo; Fallucchi, Francesca; Santilli, Andrea; Zanzotto, Fabio Massimo
KERMIT viz: Visualizing Neural Network Activations on Syntactic Trees
Research Conference on Metadata and Semantics Research
2021
Patrizi, Arianna; Gambosi, Giorgio; Zanzotto, Fabio Massimo
Data augmentation using background replacement for automated sorting of littered waste
2021
Banegas-Luna, Antonio Jes{'u}s; Pe{~n}a-Garc{'\i}a, Jorge; Iftene, Adrian; Guadagni, Fiorella; Ferroni, Patrizia; Scarpato, Noemi; Zanzotto, Fabio Massimo; Bueno-Crespo, Andr{'e}s; P{'e}rez-S{'a}nchez, Horacio
Towards the interpretability of machine learning predictions for medical applications targeting personalised therapies: a cancer case survey
2021
Babar, Zaheer; van Laarhoven, Twan; Zanzotto, Fabio Massimo; Marchiori, Elena
Evaluating diagnostic content of AI-generated radiology reports of chest X-rays
2020
Zanzotto, Fabio Massimo; Satta, Giorgio; Cristini, Giordano
CYK parsing over distributed representations
2020
Zanzotto, Fabio Massimo; Santilli, Andrea; Ranaldi, Leonardo; Onorati, Dario; Tommasino, Pierfrancesco; Fallucchi, Francesca
KERMIT: Complementing transformer architectures with encoders of explicit syntactic interpretations
Proceedings of the 2020 conference on empirical methods in natural language processing (EMNLP)
2020
Zanzotto, Fabio Massimo; Onorati, Dario; Tommasino, Pierfrancesco; Santilli, Andrea; Ranaldi, Leonardo; Fallucchi, Francesca; others
Pat-in-the-loop: Syntax-based neural networks with activation visualization and declarative control
CEUR WORKSHOP PROCEEDINGS
2020
Zanzotto, Fabio Massimo; Bono, Viviana; Vocca, Paola; Santilli, Andrea; Croce, Danilo; Gambosi, Giorgio; Basili, Roberto
GASP! Generating Abstracts of Scientific Papers from Abstracts of Cited Papers
2020
Xompero, Giancarlo A; Giannone, Cristina; Zanzotto, Fabio Massimo; Favalli, Andrea; Romagnoli, Raniero
Injecting Designers’ Knowledge in Conversational Neural Network Systems.
NL4AI@ AI* IA
2020
Ranaldi, Leondardo; Zanzotto, Fabio Massimo
Hiding your face is not enough: user identity linkage with image recognition
2020
Onorati, Dario; Tommasino, Pierfrancesco; Ranaldi, Leonardo; Fallucchi, Francesca; Zanzotto, Fabio Massimo
Pat-in-the-loop: Declarative knowledge for controlling neural networks
2020
Ferroni, Patrizia; Zanzotto, Fabio M; Scarpato, Noemi; Spila, Antonella; Fofi, Luisa; Egeo, Gabriella; Rullo, Alessandro; Palmirotta, Raffaele; Barbanti, Piero; Guadagni, Fiorella
Machine learning approach to predict medication overuse in migraine patients
2020
Ferrone, Lorenzo; Zanzotto, Fabio Massimo
Symbolic, distributed, and distributional representations for natural language processing in the era of deep learning: A survey
2020
Bragatto, Paolo A; Ansaldi, Silvia M; Agnello, Patrizia; Di Condina, Tiziano; Zanzotto, Fabio M; Milazzo, Maria Francesca
Ageing management and monitoring of critical equipment at Seveso sites: An ontological approach
2020
Banegas-Luna, Antonio-Jes{'u}s; Pe{~n}a-Garc{'\i}a, Jorge; Iftene, Adrian; Guadagni, Fiorella; Ferroni, Patrizia; Scarpato, Noemi; Zanzotto, Fabio Massimo; Bueno-Crespo, Andr{'e}s; P{'e}rez-S{'a}nchez, Horacio
When will the mist clear? on the interpretability of machine learning for medical applications: a survey
2019
Zanzotto, Fabio Massimo
Viewpoint: Human-in-the-loop Artificial Intelligence
2019
Riondino, Silvia; Ferroni, Patrizia; Zanzotto, Fabio Massimo; Roselli, Mario; Guadagni, Fiorella
Predicting VTE in cancer patients: candidate biomarkers and risk assessment models
2019
Ferroni, Patrizia; Zanzotto, Fabio M; Riondino, Silvia; Scarpato, Noemi; Guadagni, Fiorella; Roselli, Mario
Breast cancer prognosis using a machine learning approach
2019
Bruno, Simone; Ansaldi, Silvia Maria; Agnello, Patrizia; Zanzotto, Fabio Massimo
Standardizing Language with Word Embeddings and Language Modeling in Reports of Near Misses in Seveso Industries.
CLiC-it
2018
Zanzotto, Fm; others
L’Intelligenza Artificiale: dal “grande furto” a una pi{`u} giusta distribuzione dei profitti
2018
Zanzotto, Fabio Massimo; Santilli, Andrea
SyntNN at SemEval-2018 task 2: is syntax useful for emoji prediction? embedding syntactic trees in multi layer perceptrons
Proceedings of The 12th International Workshop on Semantic Evaluation
2018
Milazzo, MF; Ansaldi, SM; Bragatto, PA; Di Condina, T; Zanzotto, FM; others
Monitoraggio e gestione dei meccanismi di deterioramento di attrezzature in pressione attraverso un approccio ontologico
SAFAP 2018
2018
Milazzo, MF; Ansaldi, SM; Bragatto, PA; Di Condina, T; Zanzotto, FM; others
Monitoraggio e gestione dei meccanismi di deterioramento di apparecchiature in pressione attraverso un approccio ontologico
Atti conferenza SAFAP 2018
2018
Ferroni, Patrizia; Roselli, Mario; Zanzotto, Fabio M; Guadagni, Fiorella
Artificial intelligence for cancer-associated thrombosis risk assessment
2018
Anastasi, S; Ansaldi, SM; Augugliaro, G; Biancolini, ME; Bragatto, P; Cardarilli, GC; Chiappa, A; De Marchi, L; Di Condina, T; Di Nunzio, L; others
SmartBench: quando la sicurezza negli stabilimenti industriali diventa Smart
2017
Zanzotto, Fabio Massimo; Minardi, Gioele; Onorati, Dario; Cocino, Gabriele; Formichetti, Andrea
Dialogware-the” Software” for Conversational Agents: a Modular FrameNet-based Approach.
NL4AI@ AI* IA
2017
Zanzotto, Fabio Massimo; Ferrone, Lorenzo
Can we explain natural language inference decisions taken with neural networks? Inference rules in distributed representations
2017 International Joint Conference on Neural Networks (IJCNN)
2017
Zanzotto, Fabio Massimo; Ferrone, Lorenzo
Have you lost the thread? discovering ongoing conversations in scattered dialog blocks
2017
Guadagni, Fiorella; Zanzotto, Fabio Massimo; Scarpato, Noemi; Rullo, Alessandro; Riondino, Silvia; Ferroni, Patrizia; Roselli, Mario
RISK: A random optimization interactive system based on kernel learning for predicting breast cancer disease progression
International Conference on Bioinformatics and Biomedical Engineering
2017
Ferroni, Patrizia; Zanzotto, Fabio Massimo; Scarpato, Noemi; Riondino, Silvia; Nanni, Umberto; Roselli, Mario; Guadagni, Fiorella
Risk assessment for venous thromboembolism in chemotherapy-treated ambulatory cancer patients: a machine learning approach
2017
Ferroni, Patrizia; Zanzotto, Fabio M; Scarpato, Noemi; Riondino, Silvia; Guadagni, Fiorella; Roselli, Mario
Validation of a machine learning approach for venous thromboembolism risk prediction in oncology
2017
Ferroni, P; Zanzotto, FM; Scarpato, N; Riondino, S; Guadagni, F; Roselli, M
Random optimization interactive system based on Kernel learning (RISK) for venous thromboembolism risk assessment in chemotherapy-treated cancer patients
2017
Dagan, Ido; Roth, Dan; Sammons, Mark; Zanzotto, Fabio Massimo
Textual entailment
Recognizing Textual Entailment: Models and Applications
2015
Zanzotto, F; Ferrone, Lorenzo; Baroni, Marco
When the whole is not greater than the combination of its parts: A “decompositional” look at compositional distributional semantics
2015
Senay, Gregory; Zanzotto, Fm; Ferrone, Lorenzo; Rigazio, Luca; others
Predicting embedded syntactic structures from natural language sentences with neural network approaches
CEUR WORKSHOP PROCEEDINGS
2015
Ferrone, Lorenzo; Zanzotto, Fabio Massimo; Carreras, Xavier
Decoding distributed tree structures
International Conference on Statistical Language and Speech Processing
2015
Ferrone, Lorenzo; Zanzotto, Fabio Massimo
Distributed Smoothed Tree Kernel
2015
Bosco, Cristina; Tonelli, Sara; Zanzotto, Fabio Massimo
Sentiment Polarity Classification with Low-level Discourse-based Features
2014
Lisi, Eleonora; Donati, Emanuele; Zanzotto, Fabio Massimo
Pi{`u} l’ascolto e pi{`u} mi piace! Social media e radio: uno studio preliminare del successo dei post
Proceedings of the First Italian Conference on Computational Linguistics CLiC-it 2014 \& and of the Fourth International Workshop EVALITA 2014: 9-11 December 2014, Pisa
2014
Jezek, Elisabetta; Vieu, Laure; Zanzotto, Fabio; Vetere, Guido; Oltramari, Alessandro; Gangemi, Aldo; Varvara, Rossella
Extending ‘senso comune’with semantic role sets
Proceedings 10th Joint ISO-ACL SIGSEM Workshop on Interoperable Semantic Annotation, LREC
2014
Jezek, Elisabetta; Vieu, Laure; Zanzotto, Fabio M; Vetere, Guido; Oltramari, Alessandro; Gangemi, Aldo; Varvara, Rossella
Enriching ‘senso comune’with semantic role sets
10th Joint ACL-ISO Workshop on Interoperable Semantic Annotation (ISA 2014) in conjunction with LREC 2014
2014
Ferrone, Lorenzo; Zanzotto, Fabio Massimo; others
Compositional distributional semantics models in chunk-based smoothed tree kernels
Proceedings of the Third Joint Conference on Lexical and Computational Semantics (* SEM 2014)
2014
Ferrone, Lorenzo; Zanzotto, Fabio Massimo
Towards Syntax-aware Compositional Distributional Semantic Models
COLING 2014, the 25th International Conference on Computational Linguistics
2014
Ferrone, Lorenzo; Zanzotto, FM; others
half: Comparing a pure cdsm approach with a standard machine learning system for rte
Proceedings of the 8th International Workshop on Semantic Evaluation (SemEval 2014)
2014
Caselli, Tommaso; Chiari, Isabella; Gangemi, Aldo; Jezek, Elisabetta; Oltramari, Alessandro
Senso Comune as a Knowledge Base of Italian language: the Resource and its Development
Proceedings of the First Italian Conference on Computational Linguistics CLiC-it 2014 \& and of the Fourth International Workshop EVALITA 2014: 9-11 December 2014, Pisa
2013
Zanzotto, FM; Dell’Arciprete, Lorenzo; others
Transducing Sentences to Syntactic Feature Vectors: an Alternative Way to” Parse”?
Proceedings of the Workshop on Continuous Vector Space Models and their Compositionality
2013
Tonna, Leonardo; Zanzotto, Fm; others
Artisti per videogioco
2013
Sorgente, Antonio; Brancati, Nadia; Giannone, Cristina; Zanzotto, FM; Mele, Francesco; Basili, Roberto; others
Chatting to personalize and plan cultural itineraries
CEUR WORKSHOP PROCEEDINGS
2013
Oltramari, Alessandro; Vetere, Guido; Chiari, Isabella; Jezek, Elisabetta; Zanzotto, Fabio Massimo; Nissim, Malvina; Gangemi, Aldo
Senso Comune: A collaborative knowledge resource for italian
The People’s Web Meets NLP: Collaboratively Constructed Language Resources
2013
Korkontzelos, Ioannis; Zesch, Torsten; Zanzotto, Fabio Massimo; Biemann, Chris
Semeval-2013 task 5: Evaluating phrasal semantics
Second Joint Conference on Lexical and Computational Semantics (* SEM), Volume 2: Proceedings of the Seventh International Workshop on Semantic Evaluation (SemEval 2013)
2013
Filice, Simone; Croce, Danilo; Basili, Roberto; Zanzotto, Fabio Massimo
Linear online learning over structured data with distributed tree kernels
2013 12th International Conference on Machine Learning and Applications
2013
Ferrone, Lorenzo; Zanzotto, FM; others
Linear compositional distributional semantics and structural kernels
Proceedings of the Joint Symposium of Semantic Processing (JSSP)
2013
Dagan, I; Roth, D; Sammons, M; Zanzotto, FM
Synthesis Lectures on Human Language Technologies
2012
Zanzotto, Fm; others
ChatBot: le macchine chiacchierone
Comunicazione digitale e comunicazione in rete. Nozioni, competenze, applicazioni
2012
Zanzotto, Fabio; Tsumoto, Shusaku; Taatgen, Niels; Yao, Yiyu Y
Brain Informatics: International Conference, BI 2012, Macau, China, December 4-7, 2012, Proceedings
2012
Zanzotto, Fabio Massimo; Tudorache, Alexandra Gabriela
Travel with words: An innovative vision on travelling
2012 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology
2012
Zanzotto, Fabio Massimo; Tsumoto, Shusaku; Taatgen, Niels; Yao, Yiyu
Proceedings of the 2012 international conference on Brain Informatics
2012
Zanzotto, Fabio Massimo; Dell’Arciprete, Lorenzo
Distributed tree kernels
International Conference on Machine Learning (ICML)
2012
Zanzotto, FM; Pennacchiotti, Marco; others
Language evolution in social media: a preliminary study
2012
Vetere, Guido; Oltramari, Alessandro; Chiari, Isabella; Jezek, Elisabetta; Vieu, Laure; Zanzotto, FM; others
Senso Comune, an open knowledge base for italian
2012
Fallucchi, Francesca; Zanzotto, Fabio Massimo
Exploiting transitivity in probabilistic models for ontology learning
Semi-Automatic Ontology Development: Processes and Resources
2012
Fallucchi, Francesca; Zanzotto, Fabio Massimo
Probabilistic Models for Ontology Learning: Transitivity in semantic relation learning
2012
Dell’Arciprete, Lorenzo; Murphy, Brian; Zanzotto, Fabio Massimo
Parallels between machine and brain decoding
International Conference on Brain Informatics
2012
Chiusaroli, Francesca; Zanzotto, Fabio Massimo
Informativit{`a} e scritture brevi del web
2012
Chiusaroli, Francesca; Zanzotto, Fabio Massimo
Scritture brevi nelle lingue moderne
2012
Chiusaroli, Francesca; ZANZOTTO, FABIO; others
Informativit{`a} e Scritture Brevi
2012
Chiusaroli, F; Zanzotto, Fm; others
Scritture brevi nelle lingue moderne Quaderni di Linguistica Zero
2012
Chiusaroli, F; Zanzotto, Fm; others
Scritture brevi di oggi. Quaderni di Linguistica Zero
2011
Zanzotto, Fabio Massimo; Dell’Arciprete, Lorenzo
Distributed structures and distributional meaning
Proceedings of the Workshop on Distributional Semantics and Compositionality
2011
Zanzotto, Fabio Massimo; Dell’Arciprete, Lorenzo; Moschitti, Alessandro
Efficient graph kernels for textual entailment recognition
2011
Zanzotto, FM; Pennacchiotti, Marco; Tsioutsiouliklis, Kostas; others
Linguistic redundancy in twitter
Proceedings of the Conference on Empirical Methods in Natural Language Processing (EMNLP)-(GGS Conference Ranking 1 A+)
2011
Prezioso, Stefano; Croce, Danilo; Zanzotto, Fabio Massimo
Reading What Machines
2011
Matveeva, Irina; Moschitti, Alessandro; M{`a}rquez, Llu{'\i}s; Zanzotto, Fabio Massimo
Proceedings of TextGraphs-6: Graph-based Methods for Natural Language Processing
Proceedings of TextGraphs-6: Graph-based Methods for Natural Language Processing
2011
Fallucchi, Francesca; Zanzotto, Fabio Massimo
Inductive probabilistic taxonomy learning using singular value decomposition
2010
Zanzotto, Fabio Massimo; Pennacchiotti, Marco
Expanding textual entailment corpora fromwikipedia using co-training
Proceedings of the 2nd Workshop on The People’s Web Meets NLP: Collaboratively Constructed Semantic Resources
2010
Zanzotto, Fabio Massimo; Croce, Danilo
Comparing EEG/ERP-like and fMRI-like techniques for reading machine thoughts
International Conference on Brain Informatics
2010
Zanzotto, FM; Korkontzelos, Ioannis; Fallucchi, Francesca; Manandhar, Suresh; others
Estimating linear models for compositional distributional semantics
Proceedings of the 23rd international conference on computational linguistics (COLING)(GGS Conference Rating 2 A)
2010
Mehdad, Yashar; Moschitti, Alessandro; Zanzotto, FM; others
Syntactic/semantic structures for textual entailment recognition
Proceedings of Human language technologies: the 2010 annual conference of the North American chapter of the Association for computational linguistics (NAACL)-(GGS Conference Ranking 1 A+)
2010
Fallucchi, Francesca; Zanzotto, Fabio Massimo
Transitivity in semantic relation learning
Proceedings of the 6th International Conference on Natural Language Processing and Knowledge Engineering (NLPKE-2010)
2010
Fallucchi, Francesca; Pazienza, MT; Zanzotto, FM; others
Generic ontology learners on application domains
Proceedings of the international conference on language resources and evaluation
2010
Banea, Carmen; Moschitti, Alessandro; Somasundaran, Swapna; Zanzotto, Fabio Massimo
Proceedings of TextGraphs-5-2010 Workshop on Graph-based Methods for Natural Language Processing
Proceedings of TextGraphs-5-2010 Workshop on Graph-based Methods for Natural Language Processing
2010
Banea, Carmen; Moschitti, Alessandro; Somasundaran, S; Zanzotto, FM; others
Graph-based Methods for Natural Language Processing 5
2009
Zanzotto, Fabio Massimo; Pennacchiotti, Marco; Moschitti, Alessandro
A machine learning approach to textual entailment recognition
2009
Zanzotto, Fabio Massimo; Croce, Danilo
Reading what machines “think”
International Conference on Brain Informatics
2009
Zanzotto, FM; Dell’Arciprete, Lorenzo; others
Efficient kernels for sentence pair classification
Proceedings of the 2009 Conference on Empirical Methods on Natural Language Processing (EMNLP)-http://www. scimagojr. com/journalsearch. php? q= 19900195077\&tip= sid\&clean= 0-(GGS Conference Ranking 1 A+)
2009
Mehdad, Yashar; Moschitti, Alessandro; Zanzotto, Fabio Massimo
SemKer: Syntactic/Semantic Kernels for Recognizing Textual Entailment.
TAC
2009
Fallucchi, Francesca; Zanzotto, Fabio Massimo; others
Svd for feature selection in taxonomy learning
roceedings of the International Conference RANLP-09 “Recent Advances in Natural Language Processing”
2009
Fallucchi, Francesca; Zanzotto, Fabio Massimo
SVD feature selection for probabilistic taxonomy learning
Proceedings of the workshop on geometrical models of natural language semantics
2009
Fallucchi, Francesca; Zanzotto, Fabio Massimo
Singular value decomposition for feature selection in taxonomy learning
Proceedings of the International Conference RANLP-2009
2009
Fallucchi, Francesca; Scarpato, Noemi; Stellato, Armando; Zanzotto, Fabio Massimo
Probabilistic ontology learner in semantic turkey
Congress of the Italian Association for Artificial Intelligence
2009
Callison-Burch, Chris; Dagan, Ido; Manning, Christopher D; Pennacchiotti, Marco; Zanzotto, Fabio Massimo
Proceedings of the 2009 Workshop on Applied Textual Inference (TextInfer)
Proceedings of the 2009 Workshop on Applied Textual Inference (TextInfer)
2009
Bos, Johan; Zanzotto, Fabio Massimo; Pennacchiotti, Marco
Textual entailment at EVALITA 2009
2009
Beccaceci, Roberta; Fallucchi, Francesca; Giannone, Cristina; Spagnoulo, Francesca; Zanzotto, Fabio Massimo
Education with” Living Artworks” in Museums.
CSEDU (1)
2008
Zanzotto, Fabio Massimo; Pennacchiotti, Marco; Moschitti, Alessandro; others
Combining Semi-Unsupervised Acquisition of Corpora and Supervised Learning of Textual Entailment Rules
Semantic Knowledge Discovery, Organization and Use
2008
Zanzotto, Fabio Massimo; Pennacchiotti, Marco; Moschitti, Alessandro
PeMoZa Submission to TAC 2008.
TAC
2008
Pennacchiotti, Marco; Zanzotto, Fabio Massimo
Natural Language Processing across time: an empirical investigation on Italian
International Conference on Natural Language Processing
2008
Moschitti, Alessandro; Zanzotto, Fabio Massimo
Encoding tree pair-based graphs in learning algorithms: the textual entailment recognition case
Coling 2008: Proceedings of the 3rd Textgraphs workshop on Graph-based Algorithms for Natural Language Processing
2008
Fallucchi, Francesca; Zanzotto, Fabio Massimo
Yet another Platform for Extracting Knowledge from Corpora.
LREC
2007
Zanzotto, Fabio Massimo; Pennacchiotti, Marco; Moschitti, Alessandro
Shallow semantic in fast textual entailment rule learners
Proceedings of the ACL-PASCAL workshop on textual entailment and paraphrasing
2007
Zanzotto, FM; others
Lost in grammar translation
2007
Pennacchiotti, Marco; Zanzotto, Fabio Massimo; others
Learning shallow semantic rules for textual entailment
RECENT ADVANCES IN NATURAL LANGUAGE PROCESSING
2007
Moschitti, Alessandro; Zanzotto, Fabio Massimo
Fast and effective kernels for relational learning from texts
Proceedings of the 24th international conference on Machine learning
2006
Zanzotto, Fabio Massimo; Moschitti, Alessandro
Experimenting a “general purpose” textual entailment learner in AVE
Workshop of the Cross-Language Evaluation Forum for European Languages
2006
Zanzotto, Fabio Massimo; Moschitti, Alessandro
Similarity between pairs of co-indexed trees for textual entailment recognition
Proceedings of TextGraphs: the First Workshop on Graph Based Methods for Natural Language Processing
2006
Zanzotto, FM; Pennacchiotti, Marco; Pazienza, MT; others
Discovering asymmetric entailment relations between verbs using selectional preferences
Proceedings of 44th Annual meeting of the Association for computational linguistics (ACL)-(GGS Conference Rating 1 A++)
2006
Zanzotto, FM; Moschitti, Alessandro; others
Automatic learning of textual entailments with cross-pair similarities
Proceedings of 44th Annual meeting of the Association for computational linguistics (ACL)-(GGS Conference Rating 1 A++)
2006
Zanzotto, FM; Moschitti, Alessandro; Pennacchiotti, Marco; Pazienza, MT; others
Learning textual entailment from examples
The Second PASCAL recognizing textual entailment challenge: proceedings of the challenges workshop/Bernardo Magnini, Ido Dagan (editors)
2006
Shehata, Alessandro Bahgat; Zanzotto, Fabio Massimo
A Dependency-based Algorithm for Grammar Conversion.
LREC
2006
Pazienza, Maria Teresa; Pennacchiotti, Marco; Zanzotto, Fabio Massimo
Mixing WordNet, VerbNet and PropBank for studying verb relations.
LREC
2006
Pazienza, Maria Teresa; Pennacchiotti, Marco; Zanzotto, Fabio Massimo
Discovering verb relations in corpora: Distributional versus non-distributional approaches
International Conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems
2006
Basili, Roberto; Pazienza, Maria Teresa; Zanzotto, Fabio Massimo
Inducing hyperlinking rules in text collections
Recent Advances in Natural Language Processing III: Selected papers from RANLP 2003
2005
Zanzotto, Fabio Massimo; Pazienza, Maria Teresa; Pennacchiotti, Marco
Discovering entailment relations using “textual entailment patterns”
Proceedings of the ACL Workshop on Empirical Modeling of Semantic Equivalence and Entailment
2005
Pazienza, Maria Teresa; Stellato, Armando; Henriksen, Lina; Paggio, Patrizia; Zanzotto, Fabio Massimo
Ontology Mapping to support ontology-based question answering
Proceedings of the second MEANING workshop
2005
Pazienza, Maria Teresa; Stellato, Armando; Henriksen, Lina; Paggio, Patrizia; Zanzotto, Fabio Massimo
Ontology mapping to support multilingual ontology-based question answering
Proceedings of the Fourth International Semantic Web Conference (ISWC), Galway, Ireland
2005
Pazienza, Maria Teresa; Pennacchiotti, Marco; Zanzotto, Fabio Massimo
Terminology extraction: an analysis of linguistic and statistical approaches
2005
Pazienza, Maria Teresa; Pennacchiotti, Marco; Zanzotto, Fabio Massimo
Textual entailment as syntactic graph distance: a rule based and a SVM based approach
Proceedings of the First PASCAL Challenges Workshop on Recognizing Textual Entailment
2005
Pazienza, Maria Teresa; Pennacchiotti, Marco; Zanzotto, Fabio Massimo
A linguistic inspection of textual entailment
Congress of the Italian Association for Artificial Intelligence
2005
Pazienza, Maria Teresa; Pennacchiotti, Marco; Zanzotto, Fabio Massimo
Learning textual entailment on a distance feature space
Machine Learning Challenges Workshop
2005
Pazienza, Maria Teresa; Pennacchiotti, Marco; Vindigni, Michele; Zanzotto, Fabio Massimo
AI/NLP technologies applied to spacecraft mission design
International Conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems
2005
Basili, Roberto; Pennacchiotti, Marco; Zanzotto, Fabio Massimo
Language learning and ontology engineering: an integrated model for the semantic web
2nd Meaning Workshop, Trento, Italy
2005
Basili, Roberto; Moschitti, Alessandro; Pazienza, Maria Teresa; Zanzotto, Fabio Massimo
Personalizing web publishing via information extraction
2005
Basili, Roberto; Cammisa, Marco; Marabello, Maria Vittoria; Pennacchiotti, Marco; Saracino, Dario; Zanzotto, Fabio Massimo
Ontology-driven Information Retrieval in FF-Poirot.
SWAP
2004
Zanzotto, Fabio Massimo; Stellato, Armando
Exploiting the Semantic Fingerprint for Tagging” Unseen” Words
Workshop Programme
2004
Pazienza, Maria Teresa; Stellato, Armando; Vindigni, Michele; Zanzotto, Fabio Massimo; others
XeOML: An XML-based extensible ontology mapping language
Meaning Coordination and Negotiation (MCN-04)
2004
Pazienza, Maria Teresa; Stellato, Armando; Vindigni, Michele; Zanzotto, Fabio Massimo
XeOML: An XML-based extensible Ontology Mapping
2004
Pazienza, Maria Teresa; Pennacchiotti, Marco; Zanzotto, Fabio Massimo
Modelling Semantic Grid knowledge embedded in documents
13th IEEE International Workshops on Enabling Technologies: Infrastructure for Collaborative Enterprises
2004
Pazienza, M; Pennacchiotti, Marco; Zanzotto, Fabio Massimo
Identifying relational concept lexicalisations by using general linguistic knowledge
ECAI
2004
Paggio, Patrizia; Hansen, Dorte H; Basili, Roberto; Pazienza, Maria Teresa; Zanzotto, Fabio Massimo
Ontology-based question analysis in a multilingual environment: the MOSES case study
2004
Missier, P; Atzeni, P; Basili, R; Hansen, DH; Paggio, P; Pazienza, MT; Zanzotto, FM
Ontology-Based Question Answering in a Federation of University Sites: The MOSES Case Study
Natural Language Processing and Information Systems, 9th International Conference on Applications of Natural Languages to Information Systems (NLDB)
2004
Guthrie, Louise; Basili, Roberto; Zanzotto, Fabio Massimo; Bontcheva, Kalina; Cunningham, Hamish; Guthrie, David; Cui, Jia; Cammisa, Marco; Liu, Jerry Cheng-Chieh; Martin, Cassia Farria; others
Large Scale Experiments for Semantic Labeling of Noun Phrases in Raw Text.
LREC
2004
Basili, Roberto; Vindigni, Michele; Zanzotto, Fabio Massimo
Integrating semantic lexicons and domain ontologies
Proceedings of Workshop OntoLex 2004
2004
Basili, Roberto; Vindigni, Michele; Zanzotto, Fabio Massimo
Understanding the Web through its Language
IEEE/WIC/ACM International Conference on Web Intelligence (WI’04)
2004
Basili, Roberto; Lorusso, Nicola; Pazienza, Maria Teresa; Zanzotto, Fabio Massimo
A2Q: An Agent-based Architecure for Multilingual Q\&A.
LREC
2004
Basili, Roberto; Hansen, Dorte Haltrup; Paggio, Patrizia; Pazienza, Maria Teresa; Zanzotto, Fabio Massimo
Ontological resources and question answering
Proceedings of the Workshop on Pragmatics of Question Answering at HLT-NAACL 2004
2004
Basili, Roberto; Cammisa, Marco; Zanzotto, Fabio Massimo
A Similarity Measure for Unsupervised Semantic Disambiguation.
LREC
2004
Atzeni, Paolo; Basili, Roberto; Hansen, Dorte Haltrup; Missier, Paolo; Paggio, Patrizia; Pazienza, Maria Teresa; Zanzotto, Fabio Massimo
Ontology-based question answering in a federation of university sites: the MOSES case study
International Conference on Application of Natural Language to Information Systems
2003
Montemagni, Simonetta; Barsotti, Francesco; Battista, Marco; Calzolari, Nicoletta; Corazzari, Ornella; Zampolli, Antonio; Fanciulli, Francesca; Massetani, Maria; Raffaelli, Remo; Basili, Roberto; others
The Italian syntactic-semantic treebank: Architecture, annotation, tools and evaluation
2003
Montemagni, Simonetta; Barsotti, Francesco; Battista, Marco; Calzolari, Nicoletta; Corazzari, Ornella; Lenci, Alessandro; Zampolli, Antonio; Fanciulli, Francesca; Massetani, Maria; Raffaelli, Remo; others
Building the Italian syntactic-semantic treebank
Treebanks: Building and using parsed corpora
2003
Montemagni, Simonetta; Barsotti, Francesco; Battista, Marco; Calzolari, Nicoletta; Corazzari, Ornella; Lenci, Alessandro; Pirrelli, Vito; Zampolli, Antonio; Fanciulli, Francesca; Massetani, Maria; others
The syntactic-semantic treebank of italian. an overview
2003
Guthrie, Louise; Basili, Roberto; Zanzotto, Fabio; Bontcheva, Kalina; Cunningham, Hamish; Cammisa, Marco; Liu, Jerry Cheng-Chieh; Cui, Jia; Martin, Cassia Faria; Guthrie, David; others
Semantic Analysis for Data Sparsity Compensation (SPARSE)
2003
Basili, Roberto; Vindigni, Michele; Zanzotto, Fabio Massimo
Integrating ontological and linguistic knowledge for conceptual information extraction
Proceedings IEEE/WIC International Conference on Web Intelligence (WI 2003)
2003
Basili, Roberto; Pazienza, Maria Teresa; Zanzotto, Fabio Massimo
Exploiting the feature vector model for learning linguistic representations of relational concepts
Workshop on Adaptive Text Extraction and Mining (ATEM 2003) held in conjuction with Europena Conference on Machine Learning (ECML 2003) Cavtat (Croatia)
2002
Moschitti, Alessandro; Zanzotto, FM; others
A robust summarization system to explain document categorization
Proceedings of 2nd Workshop of Robust Methods in Analysis of Natural language Data (ROMAND)
2002
Basili, Roberto; Zanzotto, Fabio Massimo
Parsing engineering and empirical robustness
2002
Basili, Roberto; Pazienza, Maria Teresa; Zanzotto, Fabio Massimo
Learning IE patterns: a terminology extraction perspective
Workshop of Event Modelling for Multilingual Document Linking at LREC
2002
Basili, Roberto; Pazienza, Maria Teresa; Zanzotto, Fabio Massimo
Acquisition of domain conceptual dictionaries via decision tree learning
Proceedings of the 15th European Conference on Artificial Intelligence
2002
Basili, Roberto; Pazienza, Maria Teresa; Zanzotto, Fabio Massimo
Decision trees as explicit domain term definitions
COLING 2002: The 19th International Conference on Computational Linguistics
2002
Basili, Roberto; Pazienza, Maria Teresa; Zanzotto, F Massimo
Web-based information access: Multilingual automatic authoring
Proceedings. International Conference on Information Technology: Coding and Computing
2002
Basili, Roberto; Catizone, Roberta; Padr{'o}, Llu{'\i}s; Pazienza, Maria Teresa; Rigau, German; Setzer, Andrea; Webb, Nick; Zanzotto, Fabio Massimo
Knowledge-based multilingual document analysis
COLING-02: SEMANET: Building and Using Semantic Networks
2002
Basili, R; Moschitti, A; Pazienza, MT; Zanzotto, FM
A Semantic-driven Approach to Hypertextual Authoring
The Workshop Programme
2001
Basili, Roberto; Pazienza, Maria Teresa; Zanzotto, Fabio Massimo; Catizone, Roberta; Setzer, Andrea; Webb, Nick; Wilks, Yorick; Padr{'o}, Llu{'\i}s; Rigau, German
Multilingual authoring: the namic approach
Proceedings of the ACL 2001 Workshop on Human Language Technology and Knowledge Management
2001
Basili, Roberto; Pazienza, Maria Teresa; Zanzotto, Fabio Massimo
Flexible parsing architectures for NLP applications
Congress of the Italian Association for Artificial Intelligence
2001
Basili, Roberto; Pazienza, M; Zanzotto, F
Modelling syntactic context in automatic term extraction
Proceedings of the International Conference on Recent Advances in Natural Language Processing’, Bulgaria
2001
Basili, Roberto; Moschitti, Alessandro; Pazienza, Maria Teresa; Zanzotto, Fabio Massimo
A contrastive approach to term extraction
Proceedings of the 4th Terminology and Artificial Intelligence Conference (TIA)’, France
2000
Montemagni, S; Barsotti, F; Battista, M; Calzolari, N; Corazzari, O; Lenci, A; Zampolli, A; Fanciulli, F; Massetani, M; Raffaelli, R; others
The Italian Syntactic-Semantic Treebank
2000
Basili, Roberto; Pazienza, Maria Teresa; Zanzotto, Fabio Massimo
Customizable modular lexicalized parsing
Proceedings of the Sixth International Workshop on Parsing Technologies
2000
Basili, Roberto; Pazienza, Maria Teresa; Vindigni, Michele; Zanzotto, Fabio Massimo
Tuning Lexicons to New Operational Scenarios.
LREC
2000
Barsotti, FRANCESCO; Basili, R; Battista, M; Calzolari, N; Corazzari, O; Monte, R; Fanciulli, F; Mana, N; Massetani, M; Montemagni, S; others
The Italian Syntactic-Semantic Treebank: Architecture, Annotation, Tools and Evaluation
1999
Basili, Roberto; Pazienza, Maria Teresa; Zanzotto, Fabio Massimo
Lexicalizing a shallow parser
1999
Basili, Roberto; Pazienza, Maria Teresa; Vindigni, Michele; Zanzotto, Fabio Massimo
Adaptive parsing for time-constrained tasks
1998
Basili, Roberto; Pazienza, Maria Teresa; Zanzotto, Fabio Massimo
Efficient parsing for information extraction
Proceedings of the 13th European Conference on Artificial Intelligence (ECAI-98)
1998
Basili, Roberto; Pazienza, Maria Teresa; Zanzotto, Fabio Massimo
Evaluating a robust parser for Italian language
Proceedings of the International Conference on Language Resources and Evaluation, LREC 1998
1998
Basili, R; Pazienza, Mt; Zanzotto, Fm; others
Workshop on The Evaluation of Parsing System, held with the International Conference on Language Resources and Evaluation
Proceedings of the Workshop on The Evaluation of Parsing System, held with the International Conference on Language Resources and Evaluation
1997
Zanzotto, Fabio Massimo
Una Metodologia Stratificata per la Analisi del Linguaggio Naturale: il sistema CHAOS
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Zanzotto, Fabio Massimo; Tudorache, Alexandra Gabriela
Travel With Words
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Zanzotto, Fabio Massimo; Pennacchiotti, Marco; Moschitti, Alessandro
Our solution:• Semi-automatically extracting entailment corpora from wikipedia revision system• Learning first-order rewrite rules from annotated examples
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Zanzotto, Fabio Massimo; Fallucchi, Francesca
Transitivity in Semantic Relation Learning
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Zanzotto, Fabio Massimo
Costruzione di ontologie per sistemi di Information Extraction: un approccio terminologico
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Zanzotto, Fabio Massimo
Structured Kernels for Natural Lanuguage Processing
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Zanzotto, Fabio Massimo
Lorenzo Dell’Arciprete
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Zanzotto, Fabio Massimo
Fondamenti di Informatica per Umanisti
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Zanzotto, Fabio Massimo
Could a Neuroscientist Understand a Microprocessor?” and “Reading what Machines think
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Zanzotto, Fabio
Recognizing Textual Entailment
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Pazienza, Maria Teresa; Stellato, Armando; Zanzotto, Fabio Massimo
NEED: NEW E-LEARNING ENVIRONMENT AND DEMONSTRATORS
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MONTEMAGNI, SIMONETTA; BARSOTTI, FRANCESCO; BATTISTA, MARCO; CALZOLARI, NICOLETTA; CORAZZARI, ORNELLA; LENCI, ALESSANDRO; PIRRELLI, VITO; ZAMPOLLI, ANTONIO; FANCIULLI, FRANCESCA; MASSETANI, MARIA; others
THE SYNTACTIC-SEMANTIC TREEBANK OF ITALIAN
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Lorenzo, Ferrone; Zanzotto, Fabio Massimo; Carreras, Xavier
Decoding Distributed Tree Structures
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Fanciulli, Francesca; Massetani, Maria; Raffaelli, Remo; Basili, Roberto; Pazienza, Maria Teresa; Saracino, Dario; Zanzotto, Fabio; Mana, Nadia; Pianesi, Fabio
BUILDING THE ITALIAN SYNTACTIC-SEMANTIC TREEBANK
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Bosco, Cristina; Tonelli, Sara; Zanzotto, Fabio Massimo
La scrittura in emoji tra dizionario e traduzione
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Bosco, Cristina; Tonelli, Sara; Zanzotto, Fabio Massimo
Costituzione di un corpus giuridico parallelo italiano-arabo
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Basili, Roberto; Pazienza, Maria Teresa; Zanzotto, Fabio Massimo
Ontology Mapping: a survey and a proposal.
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Basili, Roberto; Pazienza, Maria Teresa; Saracino, Dario; Zanzotto, Fabio Massimo
GesTALt: the Italian Syntactic-Semantic Treebank annotation tool