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Machine Translation

328 papers with code · Natural Language Processing

Machine translation is the task of translating a sentence in a source language to a different target language.

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Latest papers without code

Fixup Initialization: Residual Learning Without Normalization

ICLR 2019 Hongyi Zhang et al

Normalization layers are a staple in state-of-the-art deep neural network architectures.

IMAGE CLASSIFICATION MACHINE TRANSLATION

01 May 2019

Pay Less Attention with Lightweight and Dynamic Convolutions

ICLR 2019 Felix Wu et al

We predict separate convolution kernels based solely on the current time-step in order to determine the importance of context elements.

ABSTRACTIVE TEXT SUMMARIZATION LANGUAGE MODELLING MACHINE TRANSLATION

01 May 2019

Multilingual Neural Machine Translation With Soft Decoupled Encoding

ICLR 2019 Xinyi Wang et al

Multilingual training of neural machine translation (NMT) systems has led to impressive accuracy improvements on low-resource languages.

MACHINE TRANSLATION

01 May 2019

Insertion Transformer: Flexible Sequence Generation via Insertion Operations

8 Feb 2019Mitchell Stern et al

We present the Insertion Transformer, an iterative, partially autoregressive model for sequence generation based on insertion operations.

MACHINE TRANSLATION

08 Feb 2019

Extending a model for ontology-based Arabic-English machine translation

6 Feb 2019Neama Abdulaziz Dahan et al

The acceleration in telecommunication needs leads to many groups of research, especially in communication facilitating and Machine Translation fields.

MACHINE TRANSLATION

06 Feb 2019

Training on Synthetic Noise Improves Robustness to Natural Noise in Machine Translation

5 Feb 2019Vladimir Karpukhin et al

We consider the problem of making machine translation more robust to character-level variation at the source side, such as typos.

MACHINE TRANSLATION

05 Feb 2019

Insertion-based Decoding with Automatically Inferred Generation Order

4 Feb 2019Jiatao Gu et al

Conventional neural autoregressive decoding commonly assumes a left-to-right generation order.

CODE GENERATION MACHINE TRANSLATION

04 Feb 2019

An Effective Approach to Unsupervised Machine Translation

4 Feb 2019Mikel Artetxe et al

While machine translation has traditionally relied on large amounts of parallel corpora, a recent research line has managed to train both Neural Machine Translation (NMT) and Statistical Machine Translation (SMT) systems using monolingual corpora only.

UNSUPERVISED MACHINE TRANSLATION

04 Feb 2019

Adding Interpretable Attention to Neural Translation Models Improves Word Alignment

31 Jan 2019Thomas Zenkel et al

Multi-layer models with multiple attention heads per layer provide superior translation quality compared to simpler and shallower models, but determining what source context is most relevant to each target word is more challenging as a result.

MACHINE TRANSLATION

31 Jan 2019

Learning Efficient Lexically-Constrained Neural Machine Translation with External Memory

31 Jan 2019Ya Li et al

Recent years has witnessed dramatic progress of neural machine translation (NMT), however, the method of manually guiding the translation procedure remains to be better explored.

MACHINE TRANSLATION

31 Jan 2019