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Adding Semantics for Solving ‘PP Attachment’ in Spanish

  • Autores: Alma Delia Cuevas Rasgado, Adolfo Guzmán Arenas, Omar Juárez-Gambino, Franz Ludwig Lake-Moctezuma, Lluís Padró Cirera Árbol académico
  • Localización: Computación y Sistemas (CyS), ISSN 1405-5546, ISSN-e 2007-9737, Vol. 27, Nº. 2, 2023, págs. 489-509
  • Idioma: inglés
  • DOI: 10.13053/cys-27-2-4015
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  • Resumen
    • Abstract: This paper describes a semantic module called Disambiguator of prepositions (DISPRE) in English, DESambiguador de PREposiciones in Spanish (hereinafter, DESPRE), that solves the prepositional phrase attachment for Spanish, and complements the syntactic analysis (based on tags and syntactic rules) of project FreeLing. Syntactic analysis is not enough to correctly disambiguate prepositions and attach each prepositional phrase to the appropriate head. This is because, depending on the context, the same preposition conveys different meanings. DESPRE analyzes the preposition and its surroundings, assigning it to its correct sense; once the preposition sense is disambiguated, parsing rules can easily determine which is the right head, thus building the correct dependency tree. In this manner, with the help of the preposition semantics, the sentence is disambiguated, and the prepositional phrase is correctly attached. DESPRE uses an ontology with semantic frames (for each prepositional sense) to disambiguate and solve prepositional phrase attachment. New rules have been added to the FreeLing dependency parser to handle the different preposition senses. Thus, DESPRE, the modified version of FreeLing, uses syntactic and semantic analysis. Several examples show the effectiveness of DESPRE, which was able to attach correctly prepositional phrases that the syntactic analysis of Freeling alone could not do.

  • Referencias bibliográficas
    • Merlo, P.,Ferrer, E.. (2006). The notion of argument in prepositional phrase attachment. Computational Linguistics. 32. 341
    • Padró, L.,Stanilovsky, E.. (2012). FreeLing 3.0: Toward wider multilinguality. Language Resources and Evaluation Conference “LREC12”.
    • Minsky, M.,Winston, P.. (1975). A framework for representing knowledge. MIT-AI Laboratory Memo 306. McGrawHill.
    • Arana-Roa, B.,Lake-Moctezuma, F.,Vergara, E.. (2015). Implementing a module for semantic analysis upon the syntactic analyzer FreeLing. Escuela...
    • Guzmán-Arenas, A.,Cuevas, A. D.. (2010). Knowledge accumulation through automatic merging of ontologies. Expert Systems with Applications....
    • Yan, M.,Nguyen, M. H.. (2018). The spy saw a cop with a telescope: Who has the telescope?: An Attempt to Understand the Basic Building Blocks...
    • Hajic, J.,Ciaramita, M.,Johansson, R.,Kawahara, D.,Martí, M. A.,Márquez, L.,Meyers, A.,Nivre, J.,Padó, S.,Stepánek, J.,Stranák, P.,Surdeanu,...
    • Villanueva, D.,Cuevas, A. D.,Juárez, O.,Guzmán, A.. (2013). Using frames to disambiguate prepositions. Journal Expert Systems with Applications....
    • de Kok, D.,Dima, C.,Ma, J.,Hinrich, E.. (2017). Extracting a PP attachment data set from a German dependency treebank using topological fields....
    • Agirre, E.,Baldwin, T.,Martinez, D.. (2008). Improving parsing and pp attachment performance with sense information. 46th Annual Meeting...
    • Miller, G.. (1995). Building semantic concordances.
    • Mitchell, M.,Santorini, B.,Marcinkiewicz, A.. (1993). Building a large annotated corpus of English: The Penn treebank. Computational Linguistics....
    • Aguilar, N.,Alonso, L.,Alemany, M. L.,Castellón, I.. (2010). Resolving prepositional phrase attachment ambiguities in Spanish with a classifier....
    • Taulé, T.,Martí, M. A.,Recasens, M.. (2008). AnCora: Multilevel annotated corpora for Catalan and Spanish. Sixth International Conference...
    • de Kok, D.,Ma, J.,Dima, C.,Hinrichs, E.. (2017). PP attachment: Where do we stand?. 2. 15th Conference of the European Chapter of the Association...
    • Šuster, S.. (2008). Resolving PP attachment ambiguity in French with distributional methods. University of Groningen. Nederland.
    • Graff, D.,Ciere, C.. (2003). English Gigaword. Linguistic Data Consortium. Philadelphia.
    • Belinkov, Y.,Lei, T.,Barzilay, R.,Globerson, A.. (2014). Exploring compositional architectures and word vector representations for prepositional...
    • Mozaffari, Z.,Taki, G.,Jaffari, M. S.,Yusefian, P.. (2018). Preposition sense disambiguation in Persian using semantic frames. Journal of...
    • Do, B. N.,Rehbein, I.. (2020). Parsers know best: German PP attachment revisited. 28th International Conference on Computational Linguistics.
    • Pawar, S.,Thombre, S.,Mittal, A.,Ponkiya, G.,Bhattacharyya, P.. (2021). Tapping BERT for preposition sense disambiguation.
    • Xin, Y.,Lieberman, H.,Chin, P.. (2021). Revisiting the prepositional-phrase attachment problem using explicit commonsense knowledge.
    • Belinkov, Y.,Lei, T.,Barzilay, R.,Globerson, A.. (2014). Exploring compositional architectures and word vector representations for prepositional...
    • Masashi, Y.,Noji, H.,Matsumoto, Y.. (2019). A * CCG parsing with a supertag and dependency factored model. Journal of Natural Language Processing....
    • Volk, M.. (2006). How bad is the problem of PP attachment?: A comparison of English, German and Swedish. Preposition ’06 of the Third ACL-SIGSEM...
    • Shaidah, J.. (2018). A study on NLP applications and ambiguity problems. Journal of Theoretical and Applied Information Technology. 96.
    • Espasa, B.. (2011). Nueva gramática básica de la lengua española. 164
    • (2009). CoNLL. Shared task: Syntactic and semantic dependencies in multiple languages.
    • Cuevas, A.. (2018). ANACONJ analyzer of the conjunction AND in Spanish using syntactic patterns and semantic frames. Pattern Recognition:...
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