Fabio Massimo Zanzotto

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Machine Learning for Recognizing Textual Entailment

Modelling Feature Spaces of First-Order Rules

Feature Spaces of First-Order Rules: Challenges
Initial Idea
Zanzotto, F. M. & Moschitti, A. Automatic learning of textual entailments with cross-pair similarities, ACL-44: Proceedings of the 21st International Conference on Computational Linguistics and the 44th annual meeting of the Association for Computational Linguistics, 2006, doi:10.3115/1220175.1220226, Document on the Web bibtex
First refinement of the algorithm
Moschitti, A. & Zanzotto, F. M. Fast and Effective Kernels for Relational Learning from Texts, Proceedings of 24th Annual International Conference on Machine Learning, 2007, doi:10.1145/1273496.1273578, Document on the Web Download Local Document bibtex
Analysis of different feature spaces
Pennacchiotti, M. & Zanzotto, F. M. Learning Shallow Semantic Rules for Textual Entailment, Poceeding of International Conference RANLP - 2007, 2007, Download Local Document bibtex
A comprehensive description
Zanzotto, F. M.; Pennacchiotti, M. & Moschitti, A. A Machine Learning Approach to Textual Entailment Recognition, NATURAL LANGUAGE ENGINEERING, 2009, doi:10.1017/S1351324909990143, Document on the Web Download Local Document (Errata Corridge) bibtex
Adding Distributional Semantics
Mehdad, Y.; Moschitti, A. & Zanzotto, F. M. Syntactic/Semantic Structures for Textual Entailment Recognition, Human Language Technologies: The 2010 Annual Conference of the North American Chapter of the Association for Computational Linguistics, 2010, Document on the Web Download Local Document bibtex
A valid kernel with an efficient algorithm
Zanzotto, F. M. & Dell'Arciprete, L. Efficient kernels for sentence pair classification, Conference on Empirical Methods on Natural Language Processing, 2009, Document on the Web Download Local Document Conference presentation (Errata Corridge) bibtex
Zanzotto, F. M.; Dell'arciprete, L. & Moschitti, A. Efficient Graph Kernels for Textual Entailment Recognition, FUNDAMENTA INFORMATICAE, 2011, doi:10.3233/FI-2011-400, Document on the Web bibtex
Applications
Zanzotto, F. M.; Pennacchiotti, M. & Tsioutsiouliklis, K. Linguistic redundancy in Twitter, Proceedings of the Conference on Empirical Methods in Natural Language Processing, 2011, Document on the Web bibtex