Abstract
The Frame Labeling over Italian Texts (FLaIT) task held within the EvalIta 2011 challenge is here described. It focuses on the automatic annotation of free texts according to frame semantics. Systems were asked to label all semantic frames and their arguments, as evoked by predicate words occurring in plain text sentences. Proposed systems are based on a variety of learning techniques and achieve very good results, over 80% of accuracy, in most subtasks.
This is a preview of subscription content, log in via an institution to check access.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
Similar content being viewed by others
References
Baker, C.F., Fillmore, C.J., Lowe, J.B.: The Berkeley FrameNet Project. In: Proceedings of the 36th ACL Meeting and 17th ICCL Conference. Morgan Kaufmann (1998)
Fillmore, C.J.: Frame and the Semantics of Understanding. Quaderni di Semantica IV(2), 222–254 (1985)
Hajič, J., Ciaramita, M., Johansson, R., Kawahara, D., Martí, M.A., Màrquez, L., Meyers, A., Nivre, J., Padó, S., Štěpánek, J., Straňák, P., Surdeanu, M., Xue, N., Zhang, Y.: The CoNLL-2009 Shared Task: Syntactic and Semantic Dependencies in Multiple Languages. In: Proceedings of the Thirteenth Conference on Computational Natural Language Learning (CoNLL): Shared Task, Boulder, Colorado, pp. 1–18 (June 2009)
Palmer, M., Gildea, D., Kingsbury, P.: The Proposition Bank: A Corpus Annotated with Semantic Roles. Computational Linguistics Journal 31(1) (2005)
Burchardt, A., Erk, K., Frank, A., Kowalski, A., Pado, S., Pinkal, Manfred: The SALSA corpus: a German corpus resource for lexical semantics. In: Proceedings of LREC, Genova, Italy (2006)
Pado, S., Lapata, M.: Cross-lingual Annotation Projection for Semantic Roles. Jouranl of Artificial Intelligence Research 36, 307–340 (2009)
Burchardt, A., Frank, A.: Approximating Textual Entailment with LFG and FrameNet Frames. In: Proceedings of PASCAL RTE2 Workshop (2006)
Basili, R., De Cao, D., Croce, D., Coppola, B., Moschitti, A.: Cross-Language Frame Semantics Transfer in Bilingual Corpora. In: Gelbukh, A. (ed.) CICLing 2009. LNCS, vol. 5449, pp. 332–345. Springer, Heidelberg (2009)
Subirats, C., Petruck, M.: Surprise! Spanish FrameNet! In: Proc. of the Workshop on Frame Semantics at the XVII. International Congress of Linguists, Prague (2003)
Shen, D., Lapata, M.: Using Semantic Roles to Improve Question Answering. In: Proceedings of EMNLP-CoNLL, Prague, pp. 12–21 (2007)
Tonelli, S., Pianta, E.: Frame information transfer from english to italian. In: Proc. of LREC Conference, Marrakech, Marocco (2008)
Corazza, A., Lavelli, A., Satta, G.: Phrase-based statistical parsing. In: Proc. of EVALITA 2007 Workshop on Evaluation of NLP Tools for Italian, AI*IA (2007)
Lenci, A., Montemagni, S., Venturi, G., Cutrullà, M.: Enriching the ISST-TANL corpus with semantic frames. In: Proc. of LREC 2012, Instanbul (2012)
Bosco, C., Montemagni, S., Mazzei, A., Lombardo, V., Dell’Orletta, F., Lenci, A.: Parsing Task: comparing dependency parsers and treebanks. In: Proceedings of Evalita 2009, Reggio Emilia (2009)
Dell’Orletta, F., Marchi, S., Montemagni, S., Venturi, G., Agnoloni, T., Francesconi, E.: Domain Adaptation for Dependency Parsing at Evalita 2011. In: Proceedings of Evalita 2011 (2011)
Montemagni, S., Barsotti, F., Battista, M., Calzolari, N., Corazzari, O., Lenci, A., Zampolli, A., Fanciulli, F., Massetani, M., Raffaelli, R., Basili, R., Pazienza, M.T., Saracino, Zanzotto, F., Mana, N., Pianesi, F., Delmonte, R.: Building the Italian Syntactic–Semantic Treebank. In: Abeillé, A. (ed.) Building and Using Syntactically Annotated Corpora. Kluwer, Dordrecht (2003)
Testa, M., Bolioli, A., Dini, L., Mazzini, G.: Evaluation of a Semantically Oriented Dependency Grammar for Italian. In: Proc. of the EVALITA 2009 (2009)
Croce, D., Moschitti, A., Basili, R.: Structured Lexical Similarity via Convolution Kernels on Dependency Trees. In: Proc. of the 2011 Conf. on Empirical Methods in Natural Language Processing, Edinburgh, UK (2011)
Croce, D., Giannone, C., Annesi, P., Basili, R.: Towards open-domain semantic role labeling. In: Proc. of the 48th Annual Meeting of the ACL, Uppsala, Sweden (July 2010)
Surdeanu, M., Harabagiu, S., Williams, J., Aarseth, P.: Using Predicate-Argument Structures for Information Extraction. In: Proceedings of the Annual Meeting of the ACL (2003)
Moschitti, A., Pighin, D., Basili, R.: Tree Kernels for Semantic Role Labeling. Computational Linguistics 34 (2008)
Gildea, D., Jurafsky, D.: Automatic labeling of semantic roles. Computational Linguistics 28(3) (2002)
Johansson, R., Nugues, P.: The Effect of Syntactic Representation on Semantic Role Labeling. In: Proceedings of COLING (2008)
Johansson, R., Nugues, P.: Semantic Structure Extraction using Nonprojective Dependency Trees. In: Proceedings of SemEval 2007 (2007)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2013 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Basili, R., De Cao, D., Lenci, A., Moschitti, A., Venturi, G. (2013). EvalIta 2011: The Frame Labeling over Italian Texts Task. In: Magnini, B., Cutugno, F., Falcone, M., Pianta, E. (eds) Evaluation of Natural Language and Speech Tools for Italian. EVALITA 2012. Lecture Notes in Computer Science(), vol 7689. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-35828-9_21
Download citation
DOI: https://doi.org/10.1007/978-3-642-35828-9_21
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-642-35827-2
Online ISBN: 978-3-642-35828-9
eBook Packages: Computer ScienceComputer Science (R0)