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The 2021 Conference on Empirical Methods in Natural Language Processing 2021 (107)
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Hits 1 – 20 of 107
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
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
;
Hasler, Eva
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Hieber, Felix
;
Tran, Ke
;
Trenous, Jonay
. - : Underline Science Inc., 2021
Abstract:
Anthology paper link: https://aclanthology.org/2021.emnlp-main.666/ Abstract: Building neural machine translation systems to perform well on a specific target domain is a well-studied problem. Optimizing system performance for multiple, diverse target domains however remains a challenge. We study this problem in an adaptation setting where the goal is to preserve the existing system quality while incorporating data for domains that were not the focus of the original translation system. We find that we can improve over the performance trade-off offered by Elastic Weight Consolidation with a relatively simple data mixing strategy. At comparable performance on the new domains, catastrophic forgetting is mitigated significantly on strong WMT baselines. Combining both approaches improves the Pareto frontier on this task. ...
Keyword:
Computational Linguistics
;
Machine Learning
;
Machine Learning and Data Mining
;
Machine translation
;
Natural Language Processing
URL:
https://dx.doi.org/10.48448/q156-0g50
https://underline.io/lecture/37661-improving-the-quality-trade-off-for-neural-machine-translation-multi-domain-adaptation
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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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