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

( Image credit: Google seq2seq )

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Latest papers with code

Hidden Backdoors in Human-Centric Language Models

1 May 2021lishaofeng/NLP_Backdoor

We are able to demonstrate the adversary's high success rate of attacks, while maintaining functionality for regular users, with triggers inconspicuous by the human administrators.

LANGUAGE MODELLING MACHINE TRANSLATION QUESTION ANSWERING

1
01 May 2021

Experts, Errors, and Context: A Large-Scale Study of Human Evaluation for Machine Translation

29 Apr 2021google/wmt-mqm-human-evaluation

Human evaluation of modern high-quality machine translation systems is a difficult problem, and there is increasing evidence that inadequate evaluation procedures can lead to erroneous conclusions.

MACHINE TRANSLATION

5
29 Apr 2021

Shellcode_IA32: A Dataset for Automatic Shellcode Generation

27 Apr 2021dessertlab/Shellcode_IA32

We take the first step to address the task of automatically generating shellcodes, i. e., small pieces of code used as a payload in the exploitation of a software vulnerability, starting from natural language comments.

MACHINE TRANSLATION

4
27 Apr 2021

Generating Lead Sheets with Affect: A Novel Conditional seq2seq Framework

27 Apr 2021melkor169/LeadSheetGen_Valence

In this paper, we present a novel approach for calculating the valence (the positivity or negativity of the perceived emotion) of a chord progression within a lead sheet, using pre-defined mood tags proposed by music experts.

MACHINE TRANSLATION MUSIC GENERATION

0
27 Apr 2021

Should we Stop Training More Monolingual Models, and Simply Use Machine Translation Instead?

21 Apr 2021timpal0l/ScandiSent

We demonstrate empirically that a large English language model coupled with modern machine translation outperforms native language models in most Scandinavian languages.

LANGUAGE MODELLING MACHINE TRANSLATION

3
21 Apr 2021

Better Translation for Vietnamese

20 Apr 2021vietai/SAT

We collect data from open sources on the Internet, and classify them into different categories, each labeled with a specific language style 3.

 Ranked #1 on Machine Translation on IWSLT2015 English-Vietnamese (using extra training data)

MACHINE TRANSLATION

66
20 Apr 2021

"Wikily" Neural Machine Translation Tailored to Cross-Lingual Tasks

16 Apr 2021rasoolims/ImageTranslate

In image captioning, we train a multi-tasking machine translation and image captioning pipeline for Arabic and English from which the Arabic training data is a wikily translation of the English captioning data.

CROSS-LINGUAL TRANSFER DEPENDENCY PARSING IMAGE CAPTIONING MACHINE TRANSLATION WORD EMBEDDINGS

2
16 Apr 2021

Reward Optimization for Neural Machine Translation with Learned Metrics

15 Apr 2021naver-ai/MetricMT

Results show that the reward optimization with BLEURT is able to increase the metric scores by a large margin, in contrast to limited gain when training with smoothed BLEU.

MACHINE TRANSLATION

19
15 Apr 2021

Sparse Attention with Linear Units

14 Apr 2021rishikksh20/rectified-linear-attention

Recently, it has been argued that encoder-decoder models can be made more interpretable by replacing the softmax function in the attention with its sparse variants.

MACHINE TRANSLATION WORD ALIGNMENT

2
14 Apr 2021

FUDGE: Controlled Text Generation With Future Discriminators

12 Apr 2021yangkevin2/naacl-2021-fudge-controlled-generation

We propose Future Discriminators for Generation (FUDGE), a flexible and modular method for controlled text generation.

MACHINE TRANSLATION TEXT GENERATION

10
12 Apr 2021