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Effects of Task Complexity on Linguistic Complexity for Sustainable EFL Writing Skills Development
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In: Sustainability; Volume 14; Issue 8; Pages: 4791 (2022)
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Predicting CEFR levels in learners of English: The use of microsystem criterial features in a machine learning approach
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In: ISSN: 0958-3440 ; EISSN: 0958-3440 ; ReCALL ; https://hal.archives-ouvertes.fr/hal-03428636 ; ReCALL, Cambridge University Press (CUP), 2021, pp.1-17. ⟨10.1017/S095834402100029X⟩ (2021)
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Using broad linguistic complexity modeling for cross-lingual readability assessment ...
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Using the Relative Entropy of Linguistic Complexity to Assess L2 Language Proficiency Development
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In: Entropy ; Volume 23 ; Issue 8 (2021)
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Abstract:
This study applies relative entropy in naturalistic large-scale corpus to calculate the difference among L2 (second language) learners at different levels. We chose lemma, token, POS-trigram, conjunction to represent lexicon and grammar to detect the patterns of language proficiency development among different L2 groups using relative entropy. The results show that information distribution discrimination regarding lexical and grammatical differences continues to increase from L2 learners at a lower level to those at a higher level. This result is consistent with the assumption that in the course of second language acquisition, L2 learners develop towards a more complex and diverse use of language. Meanwhile, this study uses the statistics method of time series to process the data on L2 differences yielded by traditional frequency-based methods processing the same L2 corpus to compare with the results of relative entropy. However, the results from the traditional methods rarely show regularity. As compared to the algorithms in traditional approaches, relative entropy performs much better in detecting L2 proficiency development. In this sense, we have developed an effective and practical algorithm for stably detecting and predicting the developments in L2 learners’ language proficiency.
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Keyword:
information theory; L2 learners; language proficiency development; linguistic complexity; time series
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URL: https://doi.org/10.3390/e23081080
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Une approche computationnelle de la complexité linguistique par le traitement automatique du langage naturel et l'oculométrie
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Alector: A Parallel Corpus of Simplified French Texts with Alignments of Misreadings by Poor and Dyslexic Readers
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In: Language Resources and Evaluation for Language Technologies (LREC) ; https://hal.archives-ouvertes.fr/hal-02503986 ; Language Resources and Evaluation for Language Technologies (LREC), May 2020, Marseille, France (2020)
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Subjective Evaluation of Comprehensibility in Movie Interactions
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In: Proceedings of the 12th Language Resources and Evaluation Conference ; 12th Conference on Language Resources and Evaluation (LREC 2020) ; https://hal.archives-ouvertes.fr/hal-03536555 ; 12th Conference on Language Resources and Evaluation (LREC 2020), European Language Resources Association (ELRA), May 2020, Marseille, France. pp.2348-2357 ; https://aclanthology.org/2020.lrec-1.286/ (2020)
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Modelling speaker adaptation in second language learner dialogue ...
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Modelling speaker adaptation in second language learner dialogue
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Grammatical gender and linguistic complexity ... : Volume I: General issues and specific studies ...
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Grammatical gender and linguistic complexity ... : Volume II: World-wide comparative studies ...
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Application of Boolean Logic to Natural Language Complexity in Political Discourse
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In: Theses and Dissertations--Computer Science (2019)
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Analysing monetary policy statements of the Reserve Bank of India
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Complexity of ECB communication and financial market trading
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Simplifying linguistic complexity: culture and cognition in language evolution
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Speech in space and time: Contact, change and diffusion in medieval Norway ...
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Speech in space and time: Contact, change and diffusion in medieval Norway
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Blaxter, Tam Tristram. - : University of Cambridge, 2017. : Department of Theoretical and Applied Linguistics, 2017. : Pembroke College, 2017
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Normally Fluent Preschoolers' Response to Linguistic Complexity
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In: Undergraduate Honors Theses (2014)
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Une mesure unifiée de la complexité linguistique : l’analyse matricielle définitoire
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Transmissió, pèrdua i recuperació de la llengua catalana a la Catalunya del Nord: Anàlisi d’alguns testimonis orals
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In: Ianua. Revista Philologica Romanica, ISSN 1616-413X, Nº. 13, 1, 2013, pags. 115-132 (2013)
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