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Linguistically-Based Comparison of Different Approaches to Building Corpora for Text Simplification: A Case Study on Italian
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In: Front Psychol (2022)
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The ParlaMint corpora of parliamentary proceedings
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In: Lang Resour Eval (2022)
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Multilingual comparable corpora of parliamentary debates ParlaMint 2.1
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Linguistically annotated multilingual comparable corpora of parliamentary debates ParlaMint.ana 2.1
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Linguistically annotated multilingual comparable corpora of parliamentary debates ParlaMint.ana 2.0
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Multilingual comparable corpora of parliamentary debates ParlaMint 2.0
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O5 - Esplorazioni di treebank multilingue per studi tipologici ...
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Linguistic Profiling of a Neural Language Model ...
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Abstract:
In this paper we investigate the linguistic knowledge learned by a Neural Language Model (NLM) before and after a fine-tuning process and how this knowledge affects its predictions during several classification problems. We use a wide set of probing tasks, each of which corresponds to a distinct sentence-level feature extracted from different levels of linguistic annotation. We show that BERT is able to encode a wide range of linguistic characteristics, but it tends to lose this information when trained on specific downstream tasks. We also find that BERT's capacity to encode different kind of linguistic properties has a positive influence on its predictions: the more it stores readable linguistic information of a sentence, the higher will be its capacity of predicting the expected label assigned to that sentence. ... : Accepted to COLING 2020 ...
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Keyword:
Artificial Intelligence cs.AI; Computation and Language cs.CL; FOS Computer and information sciences
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URL: https://arxiv.org/abs/2010.01869 https://dx.doi.org/10.48550/arxiv.2010.01869
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Profiling--UD: a Tool for Linguistic Profiling of Texts ...
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Prototipicità e marcatezza: un'analisi linguistico-computazionale delle relazioni sintattiche Soggetto e Oggetto diretto
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In: http://etd.adm.unipi.it/theses/available/etd-06072017-094906/ (2017)
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The BioLexicon: a large-scale terminological resource for biomedical text mining
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