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Constrained Density Matching and Modeling for Cross-lingual Alignment of Contextualized Representations ...
Zhao, Wei; Eger, Steffen. - : arXiv, 2022
Abstract: Multilingual representations pre-trained with monolingual data exhibit considerably unequal task performances across languages. Previous studies address this challenge with resource-intensive contextualized alignment, which assumes the availability of large parallel data, thereby leaving under-represented language communities behind. In this work, we attribute the data hungriness of previous alignment techniques to two limitations: (i) the inability to sufficiently leverage data and (ii) these techniques are not trained properly. To address these issues, we introduce supervised and unsupervised density-based approaches named Real-NVP and GAN-Real-NVP, driven by Normalizing Flow, to perform alignment, both dissecting the alignment of multilingual subspaces into density matching and density modeling. We complement these approaches with our validation criteria in order to guide the training process. Our experiments encompass 16 alignments, including our approaches, evaluated across 6 language pairs, synthetic ...
Keyword: Computation and Language cs.CL; FOS Computer and information sciences
URL: https://dx.doi.org/10.48550/arxiv.2201.13429
https://arxiv.org/abs/2201.13429
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2
Towards Explainable Evaluation Metrics for Natural Language Generation ...
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3
Better than Average: Paired Evaluation of NLP systems ...
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4
Inducing Language-Agnostic Multilingual Representations ...
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5
Global Explainability of BERT-Based Evaluation Metrics by Disentangling along Linguistic Factors ...
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6
Global Explainability of BERT-Based Evaluation Metrics by Disentangling along Linguistic Factors ...
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7
The Trans-Ancestral Genomic Architecture of Glycemic Traits
In: Nat Genet (2021)
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8
Inducing Language-Agnostic Multilingual Representations ...
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9
On the Limitations of Cross-lingual Encoders as Exposed by Reference-Free Machine Translation Evaluation ...
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10
Regularized Attentive Capsule Network for Overlapped Relation Extraction ...
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11
On the limitations of cross-lingual encoders as exposed by reference-free machine translation evaluation
Zhao, Wei; Glavaš, Goran; Peyrard, Maxime. - : Association for Computational Linguistics, 2020
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12
On aligning OpenIE extractions with Knowledge Bases: A case study
Gashteovski, Kiril; Gemulla, Rainer; Kotnis, Bhushan. - : Association for Computational Linguistics (ACL), 2020
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13
tRNA-mediated codon-biased translation in mycobacterial hypoxic persistence
In: Nature (2016)
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14
Handbook of research on teaching methods in language translation and interpretation
Cui, Ying (Hrsg.); Zhao, Wei (Hrsg.). - 2015
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UB Frankfurt Linguistik
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15
An Analysis on how to Overcome the Cultural Barriers in Humor Translation - Application of the Dynamic Equivalence Principle to the Translation of Huang Xi's Jokes
Zhao, Wei. - : The University of Queensland, School of Languages and Cultures, 2013
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16
Certificateless undeniable signatures from bilinear maps
In: Information sciences. - New York, NY : Elsevier Science Inc. 199 (2012), 204-215
OLC Linguistik
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17
Understanding classifications : empirical evidence from the American and French wine industries
In: Poetics. - Amsterdam : Elsevier 33 (2005) 3, 179-200
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18
From Natural Language Requirements to Executable Models of Software Components
In: DTIC AND NTIS (2003)
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19
Computational aeroacoustics of phonation. Part II : effects of flow parameters and ventricular folds
In: Acoustical Society of America. The journal of the Acoustical Society of America. - Melville, NY : AIP 112 (2002) 5,1, 2147-2154
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20
Computational aeroacoustics of phonation. Part I : computational methods and sound generation mechanisms
In: Acoustical Society of America. The journal of the Acoustical Society of America. - Melville, NY : AIP 112 (2002) 5,1, 2134-2146
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