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Article published In:
Terminology
Vol. 28:1 (2022) ► pp.129–156

Framing karstology

From definitions to knowledge structures and automatic frame population

ORCID logo | University of Ljubljana
 | Jožef Stefan InstituteLjubljana
We describe the creation of a knowledge base in the field of karstology using the frame-based approach. Apart from providing a new multilingual resource using manually annotated definitions as the source of structured information, the main focus is on exploring text mining methods to identify targeted knowledge structures in specialised corpora. The first stage of this process is the design of a domain model and its implementation in a definition annotation task. Once annotation is completed, an analysis of typical co-occurrence patterns between semantic categories and the relations describing them allows us to discern ideal definition templates. We demonstrate that such templates contribute to a more comprehensive and structured representations of concepts, but also help us design targeted text mining experiments to retrieve new semantic relations from text. Two such experiments are presented, the first using intersections of word embeddings to identify words expressing a specific semantic relation, and the second using the embedding of the semantic relation to extract multiword units which contain the target relation. Results suggest that the proposed methods are promising for capturing the semantic properties of relations in frame-based knowledge modelling.
Keywords: frame-based terminology, word embeddings, semantic relations, karstology
Article outline
  • 1.Introduction
  • 2.Related work
  • 3.Building the TermFrame knowledge base
    • 3.1The domain model
    • 3.2Extracting definitions
    • 3.3Multi-layered semantic annotation
    • 3.4Eliciting frames
  • 4.Towards automatic frame population
    • 4.1Extracting relations using intersections of word embeddings
    • 4.2Targeted hyponym extraction
  • Conclusions
  • Acknowledgements
  • Notes
  • References
Published online: 27 January 2022
DOI logo
https://doi.org/10.1075/term.21005.vin
References (65)
References
Altmanova, Jana, Claudio Grimaldi, and Silvia Domenica Zollo. 2018. “Le rôle des adjectifs dans la catégorisation des déchets”. In F. Neveu, B. Harmegnies, L. Hriba et S. Prévost (Eds.), SHS Web Conferences 46, 6ème Congrès Mondial de Linguistique Française. Université de Mons, Belgique: 1–15. DOI logoGoogle Scholar
Bernier-Colborne, Gabriel, and Marie-Claude L’Homme. 2015. “Using a Distributional Neighbourhood Graph to Enrich Semantic Frames in the Field of the Environment.” Proceedings of the conference Terminology and Artificial Intelligence (TIA2015).
Bertoldi, Anderson, and Rove Luiza de Oliveira Chishman. 2007. “Improving Legal Ontologies through Semantic Representation of Adjectives”. ICSC 2007: 767–774. DOI logoGoogle Scholar
Bhat, D. N. S. 1994. The Adjectival Category: Criteria for Differentiation and Identification. Amsterdam: John Benjamins. DOI logoGoogle Scholar
Bodenreider, O., & Pakhomov, S. 2003. “Exploring Adjectival Modification in Biomedical Discourse across Two Genres”. In Proceedings of the ACL 2003 workshop on natural language processing in biomedicine: 105–112. DOI logoGoogle Scholar
Bögli, Alfred. 1980. Karst Hydrology and Physical Speleology. Berlin Heidelberg New York: Springer-Verlag. DOI logoGoogle Scholar
Bojanowski, Piotr, Edouard Grave, Armand Joulin, and Tomas Mikolov. 2017. “Enriching word vectors with subword information.” Transactions of the Association for Computational Linguistics 51: 135–146. DOI logoGoogle Scholar
Cabezas-García, Melania, and Pilar León-Araúz. 2018. “Towards the Inference of Semantic Relations in Complex Nominals: A Pilot Study”. In Proceedings of the Eleventh International Conference on Language Resources and Evaluation (LREC 2018): 2511–2518.Google Scholar
Campos, Araceli Alonso, and Sergi Torner Castells. 2010. “Adjectives and collocations in specialized texts: lexicographical implications.” In Proceedings of the XIV Euralex International Congress, ed. by Anne Dykstra, and Tanneke Schoonheim, pp. 872–881.Google Scholar
De Castilho, Eckart Richard, Chris Biemann, Irina Gurevych, and S. M. Yimam. 2014. “WebAnno: a Flexible, Web-based Annotation Tool for CLARIN”. In Proceedings of the CLARIN Annual Conference (CAC) 2014, Soesterberg, Netherlands.Google Scholar
Devlin, Jacob, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova. 2018. “Bert: Pre-training of Deep Bidirectional Transformers for Language Understanding”. arXiv preprint arXiv:1810.04805.Google Scholar
Diaz, Fernando, Bhaskar Mitra, and Nick Craswell. 2016. “Query Expansion with Locally-Trained Word Embeddings”. arXiv preprint arXiv:1605.07891. DOI logoGoogle Scholar
Duran-Muñoz, Isabel. 2016. “Producing Frame-based Definitions”. Terminology, 22 (2): 223–249. DOI logoGoogle Scholar
Durán-Muñoz, Isabel. 2019. “Adjectives and Their Keyness: A Corpus-based Analysis of Tourism Discourse in English.” Corpora 14.31: 351–378. DOI logoGoogle Scholar
Faber, Pamela, Silvia Montero Martínez, María Rosa Castro Prieto, José Senso Ruiz, Juan Antonio Prieto Velasco, Pilar León Arauz, Carlos Márquez Linares, and Miguel Vega Expósito. 2006. “Process-oriented Terminology Management in the Domain of Coastal Engineering.” Terminology 12, no. 2: 189–213. DOI logoGoogle Scholar
Faber, Pamela. 2009. “The Cognitive Shift in Terminology and Specialized Translation”. MonTI. Monografías de Traducción e Interpretación 11: 107–134. DOI logoGoogle Scholar
Faber, Pamela, Pilar León-Araúz, and Arianne Reimerink. 2011. “Knowledge Representation in EcoLexicon.” Technological innovation in the teaching and processing of LSPs: proceedings of TISLID 101 (2011): 367–386.Google Scholar
Faber, Pamela, ed. 2012. A Cognitive Linguistics View of Terminology and Specialized Language. Berlin/Boston: De Gruyter Mouton. DOI logoGoogle Scholar
Faber, Pamela, and Pilar León-Araúz. 2014. “Specialized knowledge dynamics.” In Dynamics and Terminology: An Interdisciplinary Perspective on Monolingual and Multilingual Culture-bound Communication, ed. by Temmerman, R., and M. Van Campenhoudt (2014): 135–158. DOI logoGoogle Scholar
Faber, Pamela, Pilar León-Araúz and Arianne Reimerink. 2016. “EcoLexicon: New Features and Challenges.” GLOBALEX: 73–80.Google Scholar
Fader, Anthony, Stephen Soderland, and Oren Etzioni. 2011. “Identifying Relations for Open Information Extraction.” In Proceedings of the 2011 conference on empirical methods in natural language processing: 1535–1545.Google Scholar
Field, Malcolm S. 2002. A Lexicon Of Cave And Karst Terminology With Special Reference To Environmental Karst Hydrology. US Environmental Protection Agency.Google Scholar
Fillmore, Charles J. 1976. “Frame Semantics and the Nature of Language.” Origins and Evolution of Language and Speech. (Annals of the New York Academy of Sciences 280). Ed. New York Academy of Sciences: 20–32. DOI logoGoogle Scholar
Ford, Derek and Williams, Paul. 2007. Karst Hydrogeology and Geomorphology. Wiley, Chichester. DOI logoGoogle Scholar
Fernández-Reyes, Francis. C., Jorge Hermosillo-Valadez, and Manuel Montes-y-Gómez. 2018. “A Prospect-guided Global Query Expansion Strategy using Word Embeddings”. Information Processing and Management, 54(1): 1–13. DOI logoGoogle Scholar
Gabor, Kata, Davide Buscaldi, Anne-Kathrin Schumann, Behrang Qasemi Zadeh, Haifa Zargayouna, and Thierry Charnois. 2018. “SemEval-2018 Task 7: Semantic Relation Extraction and Classification in Scientific Papers”. In Proceedings of The 12th International Workshop on Semantic Evaluation: 679–688. DOI logoGoogle Scholar
Gams, Ivan, Jurij Kunaver and Darko Radinja. 1973. Slovenska kraška terminologija. Ljubljana: Katedra za fizično geografijo, Univerza v Ljubljani.Google Scholar
Gil-Berrozpe, Juan Carlos, Pilar León-Araúz, and Pamela Faber. 2017. “Specifying Hyponymy Subtypes and Knowledge Patterns: A Corpus-based Study.” In Proceedings of the Fifth International Conference on Electronic Lexicography in the 21st Century (eLex 2017): 19–21. 2017.Google Scholar
Gillieson, David. 1996. Caves. Processes, development and management. Cambridge, Massachusetts: Blackwell Publishers.Google Scholar
Glossary and Multilingual Equivalents of Karst Terms. 1972. Paris: UNESCO.Google Scholar
Gunn, John. 2004. Encyclopedia of Caves and Karst Science. New York, London: Fitzroy Dearborn. DOI logoGoogle Scholar
Ittoo, Ashwin, and Gosse Bouma. 2010. “On Learning Subtypes of the Part-whole Relation: Do not Mix your Seeds.” In Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics: 1328–1336.Google Scholar
Jennings, Joseph Newell. 1997. Cave and Karst Terminology. Australian Speleological Federation. DOI logoGoogle Scholar
Juršič, Matjaž, Igor Mozetič, Tomaž Erjavec, and Nada Lavrač. 2010. “Lemmagen: Multilingual Lemmatisation with Induced Ripple-down Rules”. Journal of Universal Computer Science, 16 (9): 1190–1214.Google Scholar
Lafourcade, Mathieu, and Lionel Ramadier. 2016. “Semantic Relation Extraction with Semantic Patterns: Experiment on Radiology Report”. In LREC: Language Resources and Evaluation Conference. ELRA: 4578–4582.Google Scholar
León-Araúz, Pilar, Arianne Reimerink, and Pamela Faber. 2019. “EcoLexicon and By-products: Integrating and Reusing Terminological Resources”. Terminology, 25 (2): 222–258. DOI logoGoogle Scholar
L’Homme, Marie-Claude. 2002. “What can Verbs and Adjectives Tell us about Terms?” In Proceedings of Terminology and Knowledge Engineering (TKE 2002), Nancy, France.Google Scholar
Liu, Qian, Heyan Huang, Junyu Xuan, Guangquan Zhang, Yang Gao, and Jie Lu. 2020. “A Fuzzy Word Similarity Measure for Selecting Top-k Similar Words in Query Expansion”. IEEE Transactions on Fuzzy Systems. DOI logoGoogle Scholar
Liu, Yinhan, Ott, Myle, Goyal, Naman, Du, Jingfei, Joshi, Mandar, Chen, Danqi, Levy, Omer, Lewis, Mike, Zettlemoyer, Luke and Stoyanov, Veselin. 2019. “RoBERTa: A Robustly Optimized BERT Pretraining Approach”. arXiv preprint arXiv:1907.11692.Google Scholar
Lowe, David, Waltham, Tony. 2002. Dictionary of Karst and Caves: A Brief Guide to the Terminology and Concepts of Cave and Karst Science. British Cave Research Association.Google Scholar
Mikolov, Tomas, Chen, Kai, Corrado, Greg, and Dean, Jeffrey. 2013. “Efficient Estimation of Word Representations in Vector Space”. arXiv preprint arXiv:1301.3781.Google Scholar
Miljković, Dragana, Tjaša Stare, Igor Mozetič, Vid Podpečan, Marko Petek, Kamil Witek, Marina Dermastia, Nada Lavrač, and Kristina Gruden. 2012. “Signalling Network Construction for Modelling Plant Defence Response.” PloS one 7, no. 12 (2012): e51822. DOI logoGoogle Scholar
Monroe, Watson H. 1970. A Glossary of Karst Terminology. Washington D.C.: U.S. Geological Survey.Google Scholar
Navigli, Roberto, and Paula Velardi. 2010. “Learning Word-class Lattices for Definition and Hypernym Extraction”. In Proceedings of the 48th annual meeting of the association for computational linguistics: 1318–1327.Google Scholar
Pavlopoulos, Kosmas, Niki Evelpidou, and Andreas Vassilopoulos. 2009. Mapping Geomorphological Environments. Springer, Berlin Heidelberg. DOI logoGoogle Scholar
Pitkänen-Heikkilä, Kaarina. 2015. “Adjectives as Terms”. Terminology, 21 (1):76–101. DOI logoGoogle Scholar
Pollak, Senja, Anže Vavpetič, Janez Kranjc, Nada Lavrač, and Špela Vintar. 2012. “NLP Workflow for On-line Definition Extraction from English and Slovene Text Corpora”. In Proceedings of KONVENS 2012: 53–60.Google Scholar
Pollak, Senja, Andraž Repar, Matej Martinc, and Vid Podpečan. 2019. “Karst Exploration: Extracting Terms and Definitions from Karst Domain Corpus”. In Proceedings of eLex 2019: 934–956.Google Scholar
Pollak, Senja, Vid Podpečan, Dragana Miljković, Uroš Stepišnik, and Špela Vintar. 2020. “The NetViz Terminology Visualization Tool and the Use Cases in Karstology Domain Modeling”. Marseille: The International Workshop on Computational Terminology COMPUTERM 2020 at LREC 2020: 55–60.Google Scholar
Roche, Christophe, Rute Costa, Sara Carvalho, and Bruno Almeida. 2019. “Knowledge-based Terminological E-dictionaries: The EndoTerm and al-Andalus Pottery projects”. Terminology 25 (2): 259–290. DOI logoGoogle Scholar
San Martín, Antonio, Catherine Trekker, and Pilar León-Araúz. 2020. “Extraction of Hyponymic Relations in French with Knowledge-Pattern-Based Word Sketches”. In Proceedings of the 12th Conference on Language Resources and Evaluation (LREC 2020): 5953–5961.Google Scholar
Silva, Alfredo, and Mendoza, Marcelo. 2020. “Improving Query Expansion Strategies with Word Embeddings”. In Proceedings of the ACM Symposium on Document Engineering 2020: 1–4. DOI logoGoogle Scholar
Šušteršič, France, and Martin Knez. 1995. “Prispevek k slovenskemu speleološkemu pojmovniku”. Naše jame 371: 153–170.Google Scholar
Ulčar, Matej, and Marko Robnik-Šikonja. 2020a. “Slovenian RoBERTa Contextual Embeddings Model: SloBERTa 1.0”. Slovenian language resource repository CLARIN.SI. Available at: [URL] (2. 7. 2021).
. 2020b. „FinEst BERT and CroSloEngual BERT”. In International Conference on Text, Speech, and Dialogue. Springer, Cham.: 104–111. DOI logoGoogle Scholar
Vaswani, Ashish, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N. Gomez, Łukasz Kaiser, and Illia Polosukhin. 2017. “Attention is All you Need.” In Advances in neural information processing systems: 5998–6008.Google Scholar
Vintar, Špela, and Larisa Grčić Simeunović. 2017. “Definition Frames as Language-dependent Models of Knowledge Transfer”. Fachsprache 1–21/2017: 43–58. DOI logoGoogle Scholar
Vintar, Špela, Amanda Saksida, Katarina Vrtovec, and Uroš Stepišnik. 2019. “Modelling Specialized Knowledge with Conceptual Frames: The TermFrame approach to a structured visual domain representation.” In Proceedings of eLex 2019: 305–318.Google Scholar
Vintar, Špela, Larisa Grčić Simeunović, Matej Martinc, Senja Pollak, and Uroš Stepišnik. 2020. “Mining Semantic Relations from Comparable Corpora through Intersections of Word Embeddings”. In Proceedings of the 13th Workshop on Building and Using Comparable Corpora: 29–34.Google Scholar
Vintar, Špela, and Uroš Stepišnik. 2021. “TermFrame: A Systematic Approach to Karst Terminology”. Dela 541/2021: 149–167. DOI logoGoogle Scholar
Vintar, Špela, Vid Podpečan, and Vid Ribič. 2021. “Frame-based Terminography: a Multi-modal Knowledge Base for Karstology”. In Proceedings of eLex 2021: 164–176.Google Scholar
Vrtovec, Katarina, Špela Vintar, Amanda Saksida, and Uroš Stepišnik. 2019. “TermFrame : Knowledge Frames in Karstology”. In Proceedings of TOTh2019: 109–126.Google Scholar
Vulić, Ivan, Edoardo Maria Ponti, Robert Litschko, Goran Glavaš, and Anna Korhonen. 2020. “Probing Pretrained Language Models for Lexical Semantics.” arXiv preprint arXiv:2010.05731. DOI logoGoogle Scholar
Wierzbicka, Anna. 1986. “What’s in a Noun? (Or: How do Nouns Differ in Meaning from Adjectives?)”. Studies in Language 101: 353–389. DOI logoGoogle Scholar
Yin, Wenpeng, and Dan Roth. 2018. “Term Definitions Help Hypernymy Detection.” arXiv preprint arXiv:1806.04532 (2018). DOI logoGoogle Scholar
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