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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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On the Limitations of Cross-lingual Encoders as Exposed by Reference-Free Machine Translation Evaluation ...
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Abstract:
Evaluation of cross-lingual encoders is usually performed either via zero-shot cross-lingual transfer in supervised downstream tasks or via unsupervised cross-lingual textual similarity. In this paper, we concern ourselves with reference-free machine translation (MT) evaluation where we directly compare source texts to (sometimes low-quality) system translations, which represents a natural adversarial setup for multilingual encoders. Reference-free evaluation holds the promise of web-scale comparison of MT systems. We systematically investigate a range of metrics based on state-of-the-art cross-lingual semantic representations obtained with pretrained M-BERT and LASER. We find that they perform poorly as semantic encoders for reference-free MT evaluation and identify their two key limitations, namely, (a) a semantic mismatch between representations of mutual translations and, more prominently, (b) the inability to punish "translationese", i.e., low-quality literal translations. We propose two partial ... : ACL2020 Camera Ready (v3: several small fixes, e.g., Unicode errors) ...
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Keyword:
Computation and Language cs.CL; FOS Computer and information sciences
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URL: https://arxiv.org/abs/2005.01196 https://dx.doi.org/10.48550/arxiv.2005.01196
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Regularized Attentive Capsule Network for Overlapped Relation Extraction ...
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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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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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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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