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MIss RoBERTa WiLDe: Metaphor Identification Using Masked Language Model with Wiktionary Lexical Definitions
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In: Applied Sciences; Volume 12; Issue 4; Pages: 2081 (2022)
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Abstract:
Recent years have brought an unprecedented and rapid development in the field of Natural Language Processing. To a large degree this is due to the emergence of modern language models like GPT-3 (Generative Pre-trained Transformer 3), XLNet, and BERT (Bidirectional Encoder Representations from Transformers), which are pre-trained on a large amount of unlabeled data. These powerful models can be further used in the tasks that have traditionally been suffering from a lack of material that could be used for training. Metaphor identification task, which is aimed at automatic recognition of figurative language, is one of such tasks. The metaphorical use of words can be detected by comparing their contextual and basic meanings. In this work, we deliver the evidence that fully automatically collected dictionary definitions can be used as the optimal medium for retrieving the non-figurative word senses, which consequently may help improve the performance of the algorithms used in metaphor detection task. As the source of the lexical information, we use the openly available Wiktionary. Our method can be applied without changes to any other dataset designed for token-level metaphor detection given it is binary labeled. In the set of experiments, our proposed method (MIss RoBERTa WiLDe) outperforms or performs similarly well as the competing models on several datasets commonly chosen in the research on metaphor processing.
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Keyword:
figurative language; language models; lexical definitions; metaphor detection; RoBERTa; Sentence-BERT; Wiktionary
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URL: https://doi.org/10.3390/app12042081
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Figurative Language in Atypical Contexts: Searching for Creativity in Narco Language
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In: Applied Sciences; Volume 12; Issue 3; Pages: 1642 (2022)
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A New Test of Irony and Indirect Requests Comprehension—The IRRI Test: Validation and Normative Data in French-Speaking Adults
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In: ISSN: 0887-6177 ; Archives of Clinical Neuropsychology ; https://hal.archives-ouvertes.fr/hal-03337764 ; Archives of Clinical Neuropsychology, Oxford University Press (OUP), 2021, ⟨10.1093/arclin/acab043⟩ (2021)
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МЕТАФОРА В ТЕКСТАХ ХУДОЖЕСТВЕННОЙ ПРОЗЫ ХАБИБА АЛИЕВА ... : METAPHOR IN TEXTS OF FICTION BY HABIB ALIYEV ...
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Linguculturological features of some proverbs of south Karakalpakistan in Uzbek dialects ...
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Linguculturological features of some proverbs of south Karakalpakistan in Uzbek dialects ...
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The Role of Literal Features During Processing of Novel Verbal Metaphors ...
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Children's processing of written irony: An eye-tracking study ...
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The Role of Literal Features During Processing of Novel Verbal Metaphors
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| 10 |
Tools and Techniques Used in the Language of Advertisements: The Linguistic Perspective
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In: Media Watch ; 11 ; 3 ; 565-580 (2021)
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| 11 |
Native and Non-native English-speaking Doctoral Students' Strategies to Understand Idiomatics in Comics and Comic Strips
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In: Graduate Theses and Dissertations (2021)
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| 12 |
Can figures persuade? Zeugma as a figure of persuasion in Latin
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Short, WM. - : Cambridge University Press/Classical Association, 2021
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"Socializing is my favourite": Analyzing the interplay between shyness, verbal irony use, and stereotype perception
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Modes of Metaphor and Me: The Role Shyness Plays in the Interpretation of Visual and Verbal Metaphors
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Linguistic characteristics of slogans as integral components in commercial and social advertising ; Лінгвістичні характеристики слоганів як невід’ємних компонентів у соціальних і комерційних рекламах
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In: Image of the modern pedagogue; No. 2(197) (2021): Management of change in education; 52-58 ; Wizerunek współczesnego pedagoga; Nr 2(197) (2021): Управління змінами в освіті; 52-58 ; Імідж сучасного педагога; № 2(197) (2021): Управління змінами в освіті; 52-58 ; 2522-9729 ; 10.33272/2522-9729-2021-2(197) (2021)
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Zur Interaktion von materiellem und idiomatischem Bild in deutschen Printwerbungen
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In: ISSN: 1899-0983 ; tekst y diskurs ; https://hal-univ-lyon3.archives-ouvertes.fr/hal-03103476 ; tekst y diskurs, 2020, 13, pp.235-251 ; http://tekst-dyskurs.eu/index.php/de/ausgaben/heft-13-2020/128-artykul-do-zeszytu-41 (2020)
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Проект «Монгольско-русско-якутский словарь»: общая концепция, проблемы и перспективы ... : The Project “Mongolian-Russian-Yakut Dictionary”: General Concept, Basic Principles and Prospects ...
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