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Hits 1 – 20 of 110
1
On Homophony and Rényi Entropy ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Cotterell, Ryan
;
Meister, Clara
. - : Underline Science Inc., 2021
BASE
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2
Backtranslation in Neural Morphological Inflection ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Hulden, Mans
;
Liu, Ling
. - : Underline Science Inc., 2021
BASE
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3
Rule-based Morphological Inflection Improves Neural Terminology Translation ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Carpuat, Marine
;
Xu, Weijia
. - : Underline Science Inc., 2021
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
BASE
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4
Translating Headers of Tabular Data: A Pilot Study of Schema Translation ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Gao, Yan
;
Guo, Jiaqi
. - : Underline Science Inc., 2021
BASE
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5
An Information-Theoretic Characterization of Morphological Fusion ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Futrell, Richard
;
Hahn, Michael
. - : Underline Science Inc., 2021
BASE
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6
Analyzing the Surprising Variability in Word Embedding Stability Across Languages ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Burdick, Laura
;
Kummerfeld, Jonathan
. - : Underline Science Inc., 2021
BASE
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7
Neural Machine Translation with Heterogeneous Topic Knowledge Embeddings ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Peng, Wei
. - : Underline Science Inc., 2021
BASE
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8
STaCK: Sentence Ordering with Temporal Commonsense Knowledge ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Ghosal, Deepanway
;
Majumder, Navonil
. - : Underline Science Inc., 2021
BASE
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9
Wikily Supervised Neural Translation Tailored to Cross-Lingual Tasks ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Callison-Burch, Chris
;
Rasooli, Mohammad Sadegh
. - : Underline Science Inc., 2021
BASE
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10
Cross-Attention is All You Need: Adapting Pretrained Transformers for Machine Translation ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Gheini, Mozhdeh
;
May, Jonathan
. - : Underline Science Inc., 2021
BASE
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11
Rethinking Data Augmentation for Low-Resource Neural Machine Translation: A Multi-Task Learning Approach ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Esplà-Gomis, Miquel
;
Pérez-Ortiz, Juan Antonio
. - : Underline Science Inc., 2021
BASE
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12
Sequence Length is a Domain: Length-based Overfitting in Transformer Models ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Bojar, Ondřej
;
Variš, Dušan
. - : Underline Science Inc., 2021
BASE
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13
Speechformer: Reducing Information Loss in Direct Speech Translation ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Gaido, Marco
;
Negri, Matteo
. - : Underline Science Inc., 2021
BASE
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14
Data and Parameter Scaling Laws for Neural Machine Translation ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Duh, Kevin
;
Gordon, Mitchell
. - : Underline Science Inc., 2021
BASE
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15
A Simple Geometric Method for Cross-Lingual Linguistic Transformations with Pre-trained Autoencoders ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
De Raedt, Maarten
. - : Underline Science Inc., 2021
BASE
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16
Universal Simultaneous Machine Translation with Mixture-of-Experts Wait-k Policy ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Feng, Yang
;
Zhang, Shaolei
. - : Underline Science Inc., 2021
BASE
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17
Learning to Rewrite for Non-Autoregressive Neural Machine Translation ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Feng, Xiaocheng
;
Geng, Xinwei
. - : Underline Science Inc., 2021
BASE
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18
Towards Making the Most of Dialogue Characteristics for Neural Chat Translation ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
., Fandong
;
Chen, Yufeng
. - : Underline Science Inc., 2021
BASE
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19
Improving the Quality Trade-Off for Neural Machine Translation Multi-Domain Adaptation ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Byrne, Bill
;
Domhan, Tobias
. - : Underline Science Inc., 2021
BASE
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20
Sometimes We Want Ungrammatical Translations ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Parthasarathi, Prasanna
. - : Underline Science Inc., 2021
BASE
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