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1
Rule-based Morphological Inflection Improves Neural Terminology Translation ...
Abstract: Anthology paper link: https://aclanthology.org/2021.emnlp-main.477/ Abstract: Current approaches to incorporating terminology constraints in machine translation (MT) typically assume that the constraint terms are provided in their correct morphological forms. This limits their application to real-world scenarios where constraint terms are provided as lemmas. In this paper, we introduce a modular framework for incorporating lemma constraints in neural MT (NMT) in which linguistic knowledge and diverse types of NMT models can be flexibly applied. It is based on a novel cross-lingual inflection module that inflects the target lemma constraints based on the source context. We explore linguistically motivated rule-based and data-driven neural-based inflection modules and design English-German health and English-Lithuanian news test suites to evaluate them in domain adaptation and low-resource MT settings. Results show that our rule-based inflection module helps NMT models incorporate lemma constraints more ...
Keyword: Computational Linguistics; Machine Learning; Machine Learning and Data Mining; Machine translation; Natural Language Processing
URL: https://underline.io/lecture/37994-rule-based-morphological-inflection-improves-neural-terminology-translation
https://dx.doi.org/10.48448/y0cj-my74
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2
Rule-based Morphological Inflection Improves Neural Terminology Translation ...
Xu, Weijia; Carpuat, Marine. - : arXiv, 2021
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3
Soft Layer Selection with Meta-Learning for Zero-Shot Cross-Lingual Transfer ...
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4
Soft Layer Selection with Meta-Learning for Zero-Shot Cross-Lingual Transfer ...
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5
Improving Multilingual Neural Machine Translation with Auxiliary Source Languages ...
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6
How Does Distilled Data Complexity Impact the Quality and Confidence of Non-Autoregressive Machine Translation? ...
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How Does Distilled Data Complexity Impact the Quality and Confidence of Non-Autoregressive Machine Translation? ...
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8
EDITOR: an Edit-Based Transformer with Repositioning for Neural Machine Translation with Soft Lexical Constraints ...
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9
A Non-Autoregressive Edit-Based Approach to Controllable Text Simplification ...
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10
End-to-End Slot Alignment and Recognition for Cross-Lingual NLU ...
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11
EDITOR: an Edit-Based Transformer with Repositioning for Neural Machine Translation with Soft Lexical Constraints ...
Xu, Weijia; Carpuat, Marine. - : arXiv, 2020
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12
Finding stories in the archive through paragraph alignment
In: LLC. - Oxford : Oxford Univ. Press 26 (2011) 3, 359-363
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OLC Linguistik
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13
Finding stories in the archive through paragraph alignment
Xu, Weijia; Esteva, Maria. - : Oxford University Press, 2011
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