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We present end-to-end neural models for detecting metaphorical word use in context.
Metaphors we live by
George Lakoff and Mark Johnson. 1980 · 1980
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Long short-term memory
Sepp Hochreiter and Jürgen Schmidhuber. 1997 · 1997
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A clustering approach for nearly unsupervised recognition of nonliteral language
Julia Birke and Anoop Sarkar. 2006 · 2006
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Metaphor in usage
Gerard J Steen, Aletta G Dorst, J Berenike Herrmann, Anna A Kaal, and Tina Krennmayr. 2010 · 2010
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Literal and metaphorical sense identification through concrete and abstract context
Peter D. Turney, Yair Neuman, Dan Assaf, and Yohai Cohen. 2011 · 2011
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Using imageability and topic chaining to locate metaphors in linguistic corpora
George Aaron Broadwell, Umit Boz, Ignacio Cases, Tomek Strzalkowski, Laurie Feldman, Sarah M. Taylor, Samira Shaikh, Ting Liu, Kit Cho, and Nick Webb. 2013 · 2013
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Identifying metaphorical word use with tree kernels
Dirk Hovy, Shashank Shrivastava, Sujay Kumar Jauhar, Mrinmaya Sachan, Kartik Goyal, Huying Li, Whitney Sanders, and Eduard H. Hovy. 2013 · 2013
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Adam: A method for stochastic optimization
Diederik P Kingma and Jimmy Ba. 2013 · 2013
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Robust extraction of metaphor from novel data
Tomek Strzalkowski, George Aaron Broadwell, Sarah Taylor, Laurie Feldman, Samira Shaikh, Ting Liu, Boris Yamrom, Kit Cho, Umit Boz, Ignacio Cases, and Kyle Elliot. 2013 · 2013
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Cross-lingual metaphor detection using common semantic features
Yulia Tsvetkov, Elena Mukomel, and Anatole Gershman. 2013 · 2013
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Different texts, same metaphors: Unigrams and beyond
Beata Beigman Klebanov, Chee Wee Leong, Michael Heilman, and Michael Flor. 2014 · 2014
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Glove: Global vectors for word representation
Jeffrey Pennington, Richard Socher, and Christopher D. Manning. 2014 · 2014
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Metaphor detection with cross-lingual model transfer
Yulia Tsvetkov, Leonid Boytsov, Anatole Gershman, Eric Nyberg, and Chris Dyer. 2014 · 2014
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Exploring sensorial features for metaphor identification
Serra Sinem Tekiroglu, Gözde Özbal, and Carlo Strapparava. 2015 · 2015
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Metaphor detection with topic transition, emotion and cognition in context
Hyeju Jang, Yohan Jo, Qinlan Shen, Michael Miller, Seungwhan Moon, and Carolyn Penstein Rosé. 2016 · 2016
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Semantic classifications for detection of verb metaphors
Beata Beigman Klebanov, Chee Wee Leong, E. Dario Gutiérrez, Ekaterina Shutova, and Michael Flor. 2016 · 2016
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Distinguishing literal and non-literal usage of german particle verbs
Improving verb metaphor detection by propagating abstractness to words, phrases and individual senses
Maximilian Köper and Sabine Schulte im Walde. 2017 · 2017
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Grasping the finer point: A supervised similarity network for metaphor detection
Marek Rei, Luana Bulat, Douwe Kiela, and Ekaterina Shutova. 2017 · 2017
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Bigrams and bilstms two neural networks for sequential metaphor detection
Yuri Bizzoni and Mehdi Ghanimifard. 2018 · 2018
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Conditional random fields for metaphor detection
Anna Mosolova, Ivan Bondarenko, and Vadim Fomin. 2018 · 2018
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Detecting figurative word occurrences using recurrent neural networks
Agnieszka Mykowiecka, Aleksander Wawer, and Małgorzata Aneta Marciniak. 2018 · 2018
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Maximilian Köper and Sabine Schulte im Walde. 2016 · 2016
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Metaphor as a medium for emotion: An empirical study
Saif Mohammad, Ekaterina Shutova, and Peter D. Turney. 2016 · 2016
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Learning to identify metaphors from a corpus of proverbs
Gözde Özbal, Carlo Strapparava, Serra Sinem Tekiroglu, and Daniele Pighin. 2016 · 2016
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Black holes and white rabbits: Metaphor identification with visual features
Ekaterina Shutova, Douwe Kiela, and Jean Maillard. 2016 · 2016
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Modelling metaphor with attribute-based semantics
Luana Bulat, Stephen Clark, and Ekaterina Shutova. 2017 · 2017
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spacy 2: Natural language understanding with bloom embeddings, convolutional neural networks and incremental parsing
Matthew Honnibal and Ines Montani. 2017 · 2017
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Matthew E. Peters, Mark Neumann, Mohit Iyyer, Matthew Gardner, Christopher Clark, Kenton Lee, and Luke S. Zettlemoyer. 2018 · 2018
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An lstm-crf based approach to token-level metaphor detection
Malay Pramanick, Ashim Gupta, and Pabitra Mitra. 2018 · 2018
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Using language learner data for metaphor detection
Egon W. Stemle and Alexander Onysko. 2018 · 2018
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Di-lstm contrast : A deep neural network for metaphor detection
Krishnkant Swarnkar and Anil Kumar Singh. 2018 · 2018
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Neural metaphor detecting with cnn-lstm model
Chuhan Wu, Fangzhao Wu, Yubo Chen, Sixing Wu, Zhigang Yuan, and Yongfeng Huang. 2018 · 2018
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