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1
Constrained Density Matching and Modeling for Cross-lingual Alignment of Contextualized Representations ...
Zhao, Wei; Eger, Steffen. - : arXiv, 2022
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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 ...
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 ...
Keyword: Computational Linguistics; Data Management System; FOS Languages and literature; Linguistics; Natural Language Processing; Semantics; Translation Studies
URL: https://underline.io/lecture/29780-inducing-language-agnostic-multilingual-representations
https://dx.doi.org/10.48448/158a-7m34
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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
The Violation of the Cooperative Principles in Conan
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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15
Byronic Hero and the Comparison With Other Heroes
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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16
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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17
From Natural Language Requirements to Executable Models of Software Components
In: DTIC AND NTIS (2003)
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18
A numerical investigation of sound radiated from subsonic jets with application to human phonation
In: Theses and Dissertations Available from ProQuest (2000)
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19
Tibetan Base Noun Phrase Identification Framework Based on Chinese-Tibetan Sentence Aligned Corpus
In: http://aclweb.org/anthology/C/C12/C12-1131.pdf
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