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Constrained Density Matching and Modeling for Cross-lingual Alignment of Contextualized Representations ...
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Towards Explainable Evaluation Metrics for Natural Language Generation ...
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Global Explainability of BERT-Based Evaluation Metrics by Disentangling along Linguistic Factors ...
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Global Explainability of BERT-Based Evaluation Metrics by Disentangling along Linguistic Factors ...
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The Trans-Ancestral Genomic Architecture of Glycemic Traits
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In: Nat Genet (2021)
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Inducing Language-Agnostic Multilingual Representations ...
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Abstract:
Cross-lingual representations have the potential to make NLP techniques available to the vast majority of languages in the world. However, they currently require large pretraining corpora or access to typologically similar languages. In this work, we address these obstacles by removing language identity signals from multilingual embeddings. We examine three approaches for this: (i) re-aligning the vector spaces of target languages (all together) to a pivot source language; (ii) removing language-specific means and variances, which yields better discriminativeness of embeddings as a by-product; and (iii) increasing input similarity across languages by removing morphological contractions and sentence reordering. We evaluate on XNLI and reference-free MT across 19 typologically diverse languages. Our findings expose the limitations of these approaches -- unlike vector normalization, vector space re-alignment and text normalization do not achieve consistent gains across encoders and languages. Due to the ... : *SEM2021 Camera Ready ...
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Keyword:
Computation and Language cs.CL; FOS Computer and information sciences
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URL: https://dx.doi.org/10.48550/arxiv.2008.09112
https://arxiv.org/abs/2008.09112
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On the Limitations of Cross-lingual Encoders as Exposed by Reference-Free Machine Translation Evaluation ...
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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
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On aligning OpenIE extractions with Knowledge Bases: A case study
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tRNA-mediated codon-biased translation in mycobacterial hypoxic persistence
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In: Nature (2016)
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The Violation of the Cooperative Principles in Conan
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In: Studies in Literature and Language; Vol 11, No 3 (2015): Studies in Literature and Language; 22-25 ; 1923-1563 ; 1923-1555 (2015)
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| 17 |
Byronic Hero and the Comparison With Other Heroes
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In: Studies in Literature and Language; Vol 10, No 6 (2015): Studies in Literature and Language; 29-32 ; 1923-1563 ; 1923-1555 (2015)
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| 18 |
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
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Zhao, Wei. - : The University of Queensland, School of Languages and Cultures, 2013
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