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1
Examining Scaling and Transfer of Language Model Architectures for Machine Translation ...
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2
Multilingual Document-Level Translation Enables Zero-Shot Transfer From Sentences to Documents ...
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3
Share or Not? Learning to Schedule Language-Specific Capacity for Multilingual Translation ...
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4
Edinburgh’s End-to-End Multilingual Speech Translation System for IWSLT 2021 ...
Zhang, Biao; Sennrich, Rico. - : ACL Anthology, 2021
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5
On Sparsifying Encoder Outputs in Sequence-to-Sequence Models ...
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6
Sparse Attention with Linear Units ...
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7
Beyond Sentence-Level End-to-End Speech Translation: Context Helps ...
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8
Exploring Dynamic Selection of Branch Expansion Orders for Code Generation ...
Abstract: Read paper: https://www.aclanthology.org/2021.acl-long.394 Abstract: Due to the great potential in facilitating software development, code generation has attracted increasing attention recently. Generally, dominant models are Seq2Tree models, which convert the input natural language description into a sequence of tree-construction actions corresponding to the pre-order traversal of an Abstract Syntax Tree (AST). However, such a traversal order may not be suitable for handling all multi-branch nodes. In this paper, we propose to equip the Seq2Tree model with a context-based Branch Selector, which is able to dynamically determine optimal expansion orders of branches for multi-branch nodes. Particularly, since the selection of expansion orders is a non-differentiable multi-step operation, we optimize the selector through reinforcement learning, and formulate the reward function as the difference of model losses obtained through different expansion orders. Experimental results and in-depth analysis on several ...
URL: https://dx.doi.org/10.48448/s35r-p284
https://underline.io/lecture/25808-exploring-dynamic-selection-of-branch-expansion-orders-for-code-generation
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9
Share or Not? Learning to Schedule Language-Specific Capacity for Multilingual Translation
In: Zhang, Biao; Bapna, Ankur; Sennrich, Rico; Firat, Orhan (2021). Share or Not? Learning to Schedule Language-Specific Capacity for Multilingual Translation. In: International Conference on Learning Representations, Virtual, 3 May 2021 - 7 May 2021, ICLR. (2021)
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10
ParBLEU: Augmenting Metrics with Automatic Paraphrases for the WMT'20 Metrics Shared Task
In: Proceedings of the 5th Conference on Machine Translation ; 5th Conference on Machine Translation ; https://hal.archives-ouvertes.fr/hal-02981143 ; 5th Conference on Machine Translation, Nov 2020, Online, Unknown Region (2020)
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11
Improving Massively Multilingual Neural Machine Translation and Zero-Shot Translation ...
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12
Improving Massively Multilingual Neural Machine Translation and Zero-Shot Translation ...
Zhang, Biao; Williams, Philip; Titov, Ivan. - : Association for Computational Linguistics, 2020
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13
Adaptive Feature Selection for End-to-End Speech Translation ...
Zhang, Biao; Titov, Ivan; Haddow, Barry. - : Association for Computational Linguistics, 2020
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14
Fast Interleaved Bidirectional Sequence Generation ...
Zhang, Biao; Titov, Ivan; Sennrich, Rico. - : Association for Computational Linguistics, 2020
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15
Brain Structural and Functional Alterations Specific to Low Sleep Efficiency in Major Depressive Disorder
Yang, Ying; Zhu, Dao-min; Zhang, Cun. - : Frontiers Media S.A., 2020
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16
Improving Deep Transformer with Depth-Scaled Initialization and Merged Attention ...
Zhang, Biao; Titov, Ivan; Sennrich, Rico. - : Association for Computational Linguistics, 2019
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17
Revisiting Low-Resource Neural Machine Translation: A Case Study ...
Sennrich, Rico; Zhang, Biao. - : Association for Computational Linguistics, 2019
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18
A Lightweight Recurrent Network for Sequence Modeling ...
Zhang, Biao; Sennrich, Rico. - : Association for Computational Linguistics, 2019
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19
BattRAE: Bidimensional Attention-Based Recursive Autoencoders for Learning Bilingual Phrase Embeddings ...
Zhang, Biao; Xiong, Deyi; Su, Jinsong. - : arXiv, 2016
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