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Unsupervised Machine Translation

7 papers with code · Natural Language Processing
Subtask of Machine Translation

Unsupervised machine translation is the task of doing machine translation without any translation resources at training time.

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Latest papers without code

Unsupervised Text Generation from Structured Data

20 Apr 2019Martin Schmitt et al

This work presents a joint solution to two challenging tasks: text generation from data and open information extraction.

KNOWLEDGE GRAPHS OPEN INFORMATION EXTRACTION TEXT GENERATION UNSUPERVISED MACHINE TRANSLATION

20 Apr 2019

Bilingual-GAN: A Step Towards Parallel Text Generation

9 Apr 2019Ahmad Rashid et al

Latent space based GAN methods and attention based sequence to sequence models have achieved impressive results in text generation and unsupervised machine translation respectively.

DENOISING TEXT GENERATION UNSUPERVISED MACHINE TRANSLATION

09 Apr 2019

Extract and Edit: An Alternative to Back-Translation for Unsupervised Neural Machine Translation

4 Apr 2019Jiawei Wu et al

The overreliance on large parallel corpora significantly limits the applicability of machine translation systems to the majority of language pairs.

UNSUPERVISED MACHINE TRANSLATION

04 Apr 2019

EAT2seq: A generic framework for controlled sentence transformation without task-specific training

25 Feb 2019Tommi Gröndahl et al

We present EAT2seq: a novel method to architect automatic linguistic transformations for a number of tasks, including controlled grammatical or lexical changes, style transfer, text generation, and machine translation.

STYLE TRANSFER TEXT GENERATION UNSUPERVISED MACHINE TRANSLATION

25 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

Off-the-Shelf Unsupervised NMT

6 Nov 2018Chris Hokamp et al

We frame unsupervised machine translation (MT) in the context of multi-task learning (MTL), combining insights from both directions.

MULTI-TASK LEARNING UNSUPERVISED MACHINE TRANSLATION

06 Nov 2018

Unsupervised Neural Machine Translation Initialized by Unsupervised Statistical Machine Translation

30 Oct 2018Benjamin Marie et al

In this work, we propose to define unsupervised NMT (UNMT) as NMT trained with the supervision of synthetic bilingual data.

UNSUPERVISED MACHINE TRANSLATION

30 Oct 2018