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We present a method for constructing taxonomic trees (e.g., WordNet) using pretrained language models.
Huggingface’s transformers: State-of-the-art natural language processing
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Inducing relational knowledge from bert
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Multilingual is not enough: Bert for finnish
A. Virtanen, J. Kanerva, Rami Ilo, Jouni Luoma, Juhani Luotolahti, T. Salakoski, F. Ginter, and Sampo Pyysalo. 2019 · 1912
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Wietse de Vries, Andreas van Cranenburgh, Arianna Bisazza, Tommaso Caselli, Gertjan van Noord, and M. Nissim. 2019 · 1912
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On the shortest arborescence of a directed graph
Yoeng-Jin Chu. 1965 · 1965
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Automatic acquisition of hyponyms from large text corpora
Marti A Hearst. 1992 · 1992
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A project for the construction of an italian lexical knowledge base in the framework of wordnet
B. Magnini, C. Strapparava, F. Ciravegna, and E. Pianta. 1994 · 1994
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WordNet: An electronic lexical database
George A Miller. 1998 · 1998
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The state and fate of linguistic diversity and inclusion in the nlp world
Pratik Joshi, Sebastin Santy, Amar Budhiraja, Kalika Bali, and Monojit Choudhury. 2020 · 2004
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Learning syntactic patterns for automatic hypernym discovery
Rion Snow, Daniel Jurafsky, and Andrew Y Ng. 2005 · 2005
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Teaching pre-trained models to systematically reason over implicit knowledge
Alon Talmor, Oyvind Tafjord, P. Clark, Y. Goldberg, and Jonathan Berant. 2020 · 2006
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Building a free french wordnet from multilingual resources
Benoît Sagot. 2008 · 2008
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Toward completeness in concept extraction and classification
E. Hovy, Zornitsa Kozareva, and E. Riloff. 2009 · 2009
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A wordnet from the ground up
M. Piasecki, Stanisław Szpakowicz, and Bartosz Broda. 2009 · 2009
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A semi-supervised method to learn and construct taxonomies using the web
Zornitsa Kozareva and Eduard Hovy. 2010 · 2010
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Multilingual central repository version 3 . 0 : upgrading a very large lexical knowledge base
A. Agirre, Egoitz Laparra, and German Rigau. 2011 · 2011
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On achieving and evaluating language-independence in nlp
Emily M. Bender. 2011 · 2011
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A survey of wordnets and their licenses
Francis Bond and Kyonghee Paik. 2012 · 2012
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Revisiting a brazilian wordnet
Valeria de Paiva and Alexandre Rademaker. 2012 · 2012
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Semantic web information retrieval based on the wordnet
CheYu Yang and Shih-Jung Wu. 2012 · 2012
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End-to-end reinforcement learning for automatic taxonomy induction
Yuning Mao, Xiang Ren, Jiaming Shen, Xiaotao Gu, and Jiawei Han. 2018 · 2018
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Hearst patterns revisited: Automatic hypernym detection from large text corpora
Stephen Roller, Douwe Kiela, and Maximilian Nickel. 2018 · 2018
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Comet: Commonsense transformers for automatic knowledge graph construction
Antoine Bosselut, Hannah Rashkin, Maarten Sap, Chaitanya Malaviya, A. Çelikyilmaz, and Yejin Choi. 2019 · 2019
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The respective roles of intellectual creativity and automation in representing diversity: human and machine generated bias
Vanda Broughton. 2019 · 2019
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Bert: Pre-training of deep bidirectional transformers for language understanding
J. Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova. 2019 · 2019
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Building the chinese open wordnet (cow): Starting from core synsets
Shan Wang and Francis Bond. 2013 · 2013
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Structured learning for taxonomy induction with belief propagation
Mohit Bansal, David Burkett, Gerard De Melo, and Dan Klein. 2014 · 2014
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Is it possible to create a very large wordnet in 100 days? an evaluation
Krister Lindén and Jyrki Niemi. 2014 · 2014
Cited alongside, same era.
Glove: Global vectors for word representation
Jeffrey Pennington, Richard Socher, and Christopher D Manning. 2014 · 2014
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SemEval-2016 task 13: Taxonomy extraction evaluation (TExEval-2)
Georgeta Bordea, Els Lefever, and Paul Buitelaar. 2016a · 2016
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Semeval-2016 task 13: Taxonomy extraction evaluation (texeval-2)
Georgeta Bordea, Els Lefever, and Paul Buitelaar. 2016b · 2016
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Knowledge enhanced contextual word representations
Matthew E Peters, Mark Neumann, Robert Logan, Roy Schwartz, Vidur Joshi, Sameer Singh, and Noah A Smith. 2019 · 2019
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Language models as knowledge bases?
Fabio Petroni, Tim Rocktäschel, Sebastian Riedel, Patrick Lewis, Anton Bakhtin, Yuxiang Wu, and Alexander Miller. 2019 · 2019
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Moving down the long tail of word sense disambiguation with gloss-informed biencoders
Terra Blevins and Luke Zettlemoyer. 2020 · 2020
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Spanish pre-trained bert model and evaluation data
José Cañete, Gabriel Chaperon, Rodrigo Fuentes, Jou-Hui Ho, Hojin Kang, and Jorge Pérez. 2020 · 2020
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Neural natural language inference models partially embed theories of lexical entailment and negation
A. Geiger, Kyle Richardson, and Christopher Potts. 2020 · 2020
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How can we know what language models know?
Zhengbao Jiang, Frank F Xu, Jun Araki, and Graham Neubig. 2020 · 2020
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Taxonomy construction of unseen domains via graph-based cross-domain knowledge transfer
Chao Shang, Sarthak Dash, Md Faisal Mahbub Chowdhury, Nandana Mihindukulasooriya, and Alfio Gliozzo. 2020 · 2020
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When hearst is not enough: Improving hypernymy detection from corpus with distributional models
Changlong Yu, Jialong Han, Peifeng Wang, Yangqiu Song, Hongming Zhang, Wilfred Ng, and Shuming Shi. 2020 · 2020
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