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Multilingual NLP AND Translation

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Machine translation

45 Documents

[2305.11778] Cross-Lingual Supervision improves Large Language Models Pre-training

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2023-05-22 About

Text Translation cognitive skill - Azure Cognitive Search | Microsoft Learn

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2023-05-09 About

Inria Paris NLP (ALMAnaCH team) sur Twitter : “Writing in two languages: Neural machine translation as an assistive bilingual writing tool”

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2023-03-13 About

[2302.04907] Binarized Neural Machine Translation

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2023-02-13 About

[2302.01398] The unreasonable effectiveness of few-shot learning for machine translation

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2023-02-07 About

joeynmt/joeynmt: Minimalist NMT for educational purposes

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Neural machine translation

2023-01-05 About

Colin Leong sur Twitter : "This book is about the only "dataset" I ever found for Hani. My first ever foray into the field, I found an electronic copy and munged it into a Hani/English parallel corpus, and trained a JoeyNMT model with the help of @MasakhaneNLP and @KreutzerJulia in particular." / Twitter

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2023-01-05 About

Meta AI sur Twitter : "Universal Speech Translator (UST) is the 1st AI-powered speech-to-speech translation system for a primarily oral language..."

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2022-10-19 About

UKPLab/EasyNMT: Easy to use, state-of-the-art Neural Machine Translation for 100+ languages

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2022-10-14 About

How to Train an mT5 Model for Translation With Simple Transformers | by Thilina Rajapakse | Towards Data Science

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2022-09-25 About

Continuous Learning in NMT using Bilingual Dictionaries

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2022-09-17 About

Isaac R Caswell sur Twitter : "How many languages can we support with Machine Translation?..."

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2022-05-18 About

[2205.03983] Building Machine Translation Systems for the Next Thousand Languages

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2022-05-10 About

VaLaR NMT: Vastly Lacking Resources Neural Machine Translation (2019)

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2021-10-14 About

NMT Training through the Lens of SMT

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2021-09-07 About

Joey NMT’s documentation!

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Neural machine translation

2021-08-26 About

[2010.02353] Participatory Research for Low-resourced Machine Translation: A Case Study in African Languages

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2021-08-25 About

[1906.05685] A Focus on Neural Machine Translation for African Languages

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2021-06-30 About

Nils Reimers sur Twitter : EasyNMT Easy-to-use (3 lines of code), state-of-the-art neural machine translations

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2021-04-27 About

[2004.14958] A Call for More Rigor in Unsupervised Cross-lingual Learning

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2020-05-02 About

GitHub - OpenNMT/OpenNMT-py: Open Source Neural Machine Translation in PyTorch

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2020-01-17 About

Unsupervised Learning with Text (AFIA 2019)

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2019-12-14 About

Machine Translation for African Languages

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2019-09-02 About

Jade Abbott sur Twitter : "Calling all African NLPers! Goal: Let's publish a paper with NMT baselines for all African languages Slides

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2019-09-02 About

Sebastian Ruder sur Twitter : "In the second part of the NLP and speech processing session @DeepIndaba, @alienelf presents her journey and work on machine translation for African languages with @LauraMartinus #DLIndaba2019"

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2019-08-29 About

[1812.04616] Von Mises-Fisher Loss for Training Sequence to Sequence Models with Continuous Outputs

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2018-12-14 About

Monolingual data in NMT

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2018-12-04 About

Paris NLP Season 3 Meetup #2 – Paris NLP

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2018-12-04 About

Using Monolingual Data in Neural Machine Translation: a Systematic Study

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2018-11-28 About

Encoder-Decoder Recurrent Neural Network Models for Neural Machine Translation

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2018-11-07 About

[1810.04805] BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

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2018-10-12 About

Found in translation: Building a language translator from scratch with deep learning - FloydHub

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Neural machine translation

2018-10-11 About

Unsupervised Machine Translation. G. Lample (slides)

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2018-09-29 About

Paris NLP Season 3 Meetup #1 | Meetup

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2018-09-27 About

Google AI Blog: Transformer: A Novel Neural Network Architecture for Language Understanding

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2018-08-17 About

The Illustrated Transformer – Jay Alammar

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2018-07-09 About

Artificial intelligence goes bilingual—without a dictionary | Science | AAAS

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Machine translation

2017-12-01 About

DeepL Traducteur

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Machine translation

2017-11-21 About

[1710.04087] Word Translation Without Parallel Data

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2017-10-14 About

TensorFlow Neural Machine Translation (seq2seq) Tutorial

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2017-09-18 About

Research Blog: Transformer: A Novel Neural Network Architecture for Language Understanding

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2017-09-01 About

DeepL

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2017-08-30 About

Attention and Memory in Deep Learning and NLP – WildML

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cf. visual attention

In standard [#seq2seq](/tag/sequence_to_sequence_learning) NMT, the decoder is supposed to generate a translation solely based on the last hidden state of the encoder - which therefore must capture everything from the source sentence (it must be a sentence embedding). Not good. Hence the attention mechanism.

> we allow the decoder to “attend” to different parts of the source sentence at each step of the output generation. Importantly, we let the model learn what to attend to based on the input sentence and what it has produced so far

> each decoder output word now depends on a weighted combination of all the input states, not just the last state.

Possible to interpret what the model is doing by looking at the Attention weight matrix

Cost: We need to calculate an attention value for each combination of input and output word (-> attention is a bit of a misnomer: we look at everything in details before deciding what to focus on)

> attention mechanism is simply giving the network access to its internal memory, which is the hidden state of the encoder

> Unlike typical memory, the memory access mechanism here is soft, which means that the network retrieves a weighted combination of all memory locations, not a value from a single discrete location

2016-01-03 About

Scientists See Advances in Deep Learning, a Part of Artificial Intelligence - NYTimes.com

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2012-11-30 About

Google Translator: The Universal Language

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2005-05-31 About