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Inherent Dependency Displacement Bias of Transition-Based Algorithms ...
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Abstract:
A wide variety of transition-based algorithms are currently used for dependency parsers. Empirical studies have shown that performance varies across different treebanks in such a way that one algorithm outperforms another on one treebank and the reverse is true for a different treebank. There is often no discernible reason for what causes one algorithm to be more suitable for a certain treebank and less so for another. In this paper we shed some light on this by introducing the concept of an algorithm's inherent dependency displacement distribution. This characterises the bias of the algorithm in terms of dependency displacement, which quantify both distance and direction of syntactic relations. We show that the similarity of an algorithm's inherent distribution to a treebank's displacement distribution is clearly correlated to the algorithm's parsing performance on that treebank, specifically with highly significant and substantial correlations for the predominant sentence lengths in Universal Dependency ... : To be published in proceedings of the 12th Language Resources and Evaluation Conference. Earlier versions were rejected at the 57th Annual Conference of the Association for Computational Linguistics and the SIGNLL Conference on Computational Natural Language Learning, 2019 ...
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Keyword:
Computation and Language cs.CL; FOS Computer and information sciences
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URL: https://arxiv.org/abs/2003.14282
https://dx.doi.org/10.48550/arxiv.2003.14282
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| 82 |
Discontinuous Constituent Parsing with Pointer Networks ...
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| 84 |
Auditory perception of Mexican children with profound bilateral hearing loss receiving auditory verbal therapy ...
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| 85 |
Auditory perception of Mexican children with profound bilateral hearing loss receiving auditory verbal therapy ...
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| 86 |
6_Estrella_et_al._AVT_-_Appendix_1 – Supplemental material for Auditory perception of Mexican children with profound bilateral hearing loss receiving auditory verbal therapy ...
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| 87 |
6_Estrella_et_al._AVT_-_Appendix_1 – Supplemental material for Auditory perception of Mexican children with profound bilateral hearing loss receiving auditory verbal therapy ...
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| 88 |
The Origins of 'Raza:' Racializing Difference in Early Spanish ...
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Gómez-Bravo, Ana. - : Interfaces: A Journal of Medieval European Literatures, 2020
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| 89 |
Measurement of the top quark mass with lepton+jets final states using $\mathrm {p}$ $\mathrm {p}$ collisions at $\sqrt{s}=13\,\text {TeV} $
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In: http://infoscience.epfl.ch/record/275278 (2020)
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| 91 |
Capuchin monkeys individuate objects based on spatio-temporal and property/kind information : evidence from looking and reaching measures
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| 92 |
Theories Of Language Acquisition
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In: English Language Institute (2020)
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| 93 |
El lèxic dels oficis a la documentació llatina de la Catalunya altmedieval
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In: TDX (Tesis Doctorals en Xarxa) (2020)
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| 94 |
Les aventures de Tintín de Joaquim Ventalló : anàlisi de la traducció al català
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| 95 |
Traducció al català del dialecte pullès en doblatge de pel·lícules
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| 96 |
Exploring the "anchor word" effect in infants:Segmentation and categorisation of speech with and without high frequency words
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| 97 |
Exploring the “anchor word” effect in infants: Segmentation and categorisation of speech with and without high frequency words
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In: PLoS One (2020)
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| 98 |
How children and adults keep track of real information when thinking counterfactually
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| 100 |
Effects of a Combination of Elderberry and Reishi Extracts on the Duration and Severity of Respiratory Tract Infections in Elderly Subjects: A Randomized Controlled Trial
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