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AStitchInLanguageModels : dataset and methods for the exploration of idiomaticity in pre-trained language models
Tayyar Madabushi, H.; Gow-Smith, E.; Scarton, C.. - : Association for Computational Linguistics, 2021
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CogNLP-Sheffield at CMCL 2021 Shared Task: Blending cognitively inspired features with transformer-based language models for predicting eye tracking patterns
Vickers, P.; Wainwright, R.; Tayyar Madabushi, H.. - : Association for Computational Linguistics (ACL), 2021
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Learned Construction Grammars Converge Across Registers Given Increased Exposure
Dunn, Jonathan; Tayyar Madabushi H. - : Association for Computational Linguistics, 2021
Abstract: This paper measures the impact of increased exposure on whether learned construction grammars converge onto shared representations when trained on data from different registers. Register influences the frequency of constructions, with some structures common in formal but not informal usage. We expect that a grammar induction algorithm exposed to different registers will acquire different constructions. To what degree does increased exposure lead to the convergence of register-specific grammars? The experiments in this paper simulate language learning in 12 languages (half Germanic and half Romance) with corpora representing three registers (Twitter, Wikipedia, Web). These simulations are repeated with increasing amounts of exposure, from 100k to 2 million words, to measure the impact of exposure on the convergence of grammars. The results show that increased exposure does lead to converging grammars across all languages. In addition, a shared core of register-universal constructions remains constant across increasing amounts of exposure.
Keyword: communication and culture::4703 - Language studies::470304 - Comparative language studies; communication and culture::4704 - Linguistics::470401 - Applied linguistics and educational linguistics; communication and culture::4704 - Linguistics::470403 - Computational linguistics; communication and culture::4704 - Linguistics::470404 - Corpus linguistics; communication and culture::4704 - Linguistics::470409 - Linguistic structures (incl. phonology; Fields of Research::47 - Language; morphology and syntax)
URL: https://hdl.handle.net/10092/102887
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