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1
Targets and Aspects in Social Media Hate Speech ...
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On the Evolution of Syntactic Information Encoded by BERT's Contextualized Representations ...
Abstract: The adaptation of pretrained language models to solve supervised tasks has become a baseline in NLP, and many recent works have focused on studying how linguistic information is encoded in the pretrained sentence representations. Among other information, it has been shown that entire syntax trees are implicitly embedded in the geometry of such models. As these models are often fine-tuned, it becomes increasingly important to understand how the encoded knowledge evolves along the fine-tuning. In this paper, we analyze the evolution of the embedded syntax trees along the fine-tuning process of BERT for six different tasks, covering all levels of the linguistic structure. Experimental results show that the encoded syntactic information is forgotten (PoS tagging), reinforced (dependency and constituency parsing) or preserved (semantics-related tasks) in different ways along the fine-tuning process depending on the task. ...
Keyword: Computation and Language cs.CL; FOS Computer and information sciences
URL: https://arxiv.org/abs/2101.11492
https://dx.doi.org/10.48550/arxiv.2101.11492
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3
How much pretraining data do language models need to learn syntax? ...
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4
Assessing the Syntactic Capabilities of Transformer-based Multilingual Language Models ...
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Assessing the Syntactic Capabilities of Transformer-based Multilingual Language Models ...
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6
Semantically-oriented text planning for automatic summarization
Casamayor, Gerard. - : Universitat Pompeu Fabra, 2021
In: TDX (Tesis Doctorals en Xarxa) (2021)
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7
The Third Multilingual Surface Realisation Shared Task (SR'20): Overview and Evaluation Results ...
Mille, Simon; Belz, Anya; Bohnet, Bernd. - : Zenodo, 2020
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8
The Third Multilingual Surface Realisation Shared Task (SR'20): Overview and Evaluation Results ...
Mille, Simon; Belz, Anya; Bohnet, Bernd. - : Zenodo, 2020
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9
Best Paper Awards and Closing ...
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10
CollFrEn: Rich Bilingual English--French Collocation Resource ...
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11
The second multilingual surface realisation shared task (SR'19): Overview and evaluation results
In: Mille, Simon orcid:0000-0002-8852-2764 , Anja, Belz, Bohnet, Bernd, Graham, Yvette and Wanner, Leo orcid:0000-0002-9446-3748 (2019) The second multilingual surface realisation shared task (SR'19): Overview and evaluation results. In: 2nd Workshop on Multilingual Surface Realisation (MSR 2019), 3 Nov 2019, Hong Kong, China. (2019)
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12
Collocation classification with unsupervised relation vectors
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13
A Multimodal Analytics Platform for Journalists Analyzing Large-Scale, Heterogeneous Multilingual, and Multimedia Content
In: Front Robot AI (2018)
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14
Towards Distributional Semantics-Based Classification of Collocations for Collocation Dictionaries
In: International Journal of Lexicography 30 (2017) 2, 167-186
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15
Multilingual Surface Realization Using Universal Dependency Trees
Belz, Anja; Bohnet, Bernd; Wanner, Leo. - : Association for Computational Linguistics, 2017
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16
Feature engineering for author profiling and identification: on the relevance of syntax and discourse
Soler Company, Juan. - : Universitat Pompeu Fabra, 2017
In: TDX (Tesis Doctorals en Xarxa) (2017)
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17
Processament automàtic de patents: un exercici de terminologia computacional
In: Terminàlia; Núm. 16 : desembre 2017; p. 54-56 ; 2013-6692 (2017)
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18
Combining Acoustic and Linguistic Features in Phrase-Oriented Prosody Prediction ...
Dominguez, Monica; Farrús, Mireia; Wanner, Leo. - : Unpublished, 2016
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19
Improving the use of electronic collocation resources by visual analytics techniques
In: Electronic lexicography in the 21st century: linking lexical data in the digital age. Proceedings of the eLex 2015 conference, 11 - 13 August 2015, Herstmonceux Castle, United Kingdom (2015), 461-476
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20
Classification of Grammatical Collocation Errors in the Writings of Learners of Spanish ; Clasificación de errores gramaticales colocacionales en textos de estudiantes de español
Rodríguez-Fernández, Sara; Carlini, Roberto; Wanner, Leo. - : Sociedad Española para el Procesamiento del Lenguaje Natural, 2015
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