The current study aims to introduce the ESFWN-based Event Structure Frame Type (ESF type) Classifier for English verbs in text. It is a component of the Event Structure-based Inference Generation (ESIG) system we designed to generate event structure-related inferences. The classifier annotates a proper ESF type to a verb in a given sentence using the Event Structure Frame-annotated WordNet (ESFWN) and the Word Sense Disambiguation algorithm named EWISER. The advantage of the classifier is that because its verb classification depends on ESFWN, we only need word sense disambiguation, which maps the target verb to its proper wordnet synset. Given the WordNet synset for the target verb, the classifier annotates the ESF type corresponding to the synset. The F1-score of the classifier is 84.71%.
- Bevilacqua, M. and R. Navigli. 2020. Breaking Through the 80% Glass Ceiling: Raising the State of the Art in Word Sense Disambiguation by Incorporating Knowledge Graph Information. In Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics, 2854-2864. ACL. https://www.aclweb.org/anthology/2020.acl-main.225.10.18653/v1/2020.acl-main.255
- Bowman, S. R., G. Angeli, C. Potts and C. D. Manning. 2015. A Language Annotated Corpus for Learning Natural Language Inference. In Proceedings of the 2015 Conference on Empirical Methods in Natural Language Processing, 632-642, Lisbon, Portugal. Association for Computational Linguistics. 10.18653/v1/D15-1075
- Brown, S. W., J. Bonn, J. Gung, A. Zaenen, J. Pustejovsky and M. Palmer. 2019. VerbNet Representations: Subevent Semantics for Transfer Verbs. In Proceedings of the First International Workshop on Designing Meaning Representations, 154-163, Florence, Italy, August 1st, 2019. Associations for Computational Linguistics.10.18653/v1/W19-3318
- Fillmore, C. J. 1976. Frame Semantics and the Nature of Language. Annals of the New York Academy of Sciences: Conference on the Origin and Development of Language and Speech 280, 20-32.10.1111/j.1749-6632.1976.tb25467.x
- Im, S. 2021. ESFWN: Event Structure Frame-annotated WordNet for Natural Language Inference Tasks, Eoneohak 89, 173-195. The Korean Society of Linguistics.
- Im, S. 2019. Semi-Automatic Annotation of Event Structure, Argument Structure, and Opposition Structure to WordNet by Using Event Structure Frame. In Proceedings of the 10th Global WordNet Conference, 2019. 07, 23-27, Poland. GWC 2019.
- Im, S. 2018. Semi-automatic Annotation of Event Structure Frame to WordNet Synsets. In Proceedings of the 30th Annual Conference on Human and Cognitive Language Technology, 101-105.
- Im, S. 2013. The Generator of the Event Structure Lexicon (GESL): Automatic Annotation of Event Structure for Textual Inference Tasks. PhD Dissertation. Brandeis University, MA, USA.
- Im, S. and J. Pustejovsky. 2010. Annotating Lexically Entailed Subevents for Textual Inference Tasks. In Proceedings of FLAIRS 23, Daytona Beach, Florida, USA, 2010.
- Im, S. and J. Pustejovsky. 2009. Annotating Event Implicatures for Textual Inference Tasks. In Proceedings of the 5th International Conference on Generative Approaches to the Lexicon, Pisa, Italy, 2009.
- Kalm, P., M. Regan and W. Croft. 2019. Event Structure Representation: Between Verbs and Argument Structure Constructions. In Proceedings of the First International Workshop on Designing Meaning Representations, 100-109, Florence, Italy, August 1st, 2019. 2019 Association for Computational Linguistics.10.18653/v1/W19-3311
- Kipper, K. S. 2005. VerbNet: A Broad-Coverage, Comprehensive Verb Lexicon. PhD Dissertation. University of Pennsilvenia.
- Kober, T., S. Vroe and M. Steedman. 2019. Temporal and Aspectual Entailment. arXiv preprint arXiv:1904.01297 (2019).10.18653/v1/W19-0409
- Miller, G. A. 1995. Wordnet: A Lexical Database for English. Communications of the ACM 38-11 (1995).10.1145/219717.219748
- Palmer, M. 2009. Semlink: Linking Propbank, VerbNet, and FrameNet. In Proceedings of the Generative Lexicon Conference, 9-15.
- Pustejovsky, J. 1995. The Generative Lexicon. The MIT Press.
- Segers, R., M. Rospocher, P. Vossen, E. Laparra, G. Rigau and A. Minard. 2016. The Event and Implied Situation Ontology (ESO): Application and Evaluation. In Proceedings of the Tenth International Conference on Language Resources and Evaluation (LREC’16).
- Segers, R., P. Vossen, M. Rospocher and L. Serafini. 2015. ESO: A Frame-based Ontology for Event and Implied Situations. In Proceedings of MAPLEX 2015.
- Vendler, Z. 1967. Linguistics in Philosophy. Itacha, NY.: Cornell University Press.10.7591/9781501743726
- Zaenen, A., C. Condoravdi and D. Bobrow. 2008. The Encoding of Lexical Implications in VerbNet. In Proceedings of LREC 2008. Morocco, 2008.
- Publisher :The Modern Linguistic Society of Korea
- Publisher(Ko) :한국현대언어학회
- Journal Title :The Journal of Studies in Language
- Journal Title(Ko) :언어연구
- Volume : 37
- No :1
- Pages :37-48