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08/22/2023
SeamlessM4T-Massively Multilingual Multimodal Machine Translation
What does it take to create the Babel Fish, a tool that can help individ...
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08/22/2023
SONAR: Sentence-Level Multimodal and Language-Agnostic Representations
We introduce SONAR, a new multilingual and multimodal fixed-size sentenc...
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06/22/2023
xSIM++: An Improved Proxy to Bitext Mining Performance for Low-Resource Languages
We introduce a new proxy score for evaluating bitext mining based on sim...
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12/16/2022
BLASER: A Text-Free Speech-to-Speech Translation Evaluation Metric
End-to-End speech-to-speech translation (S2ST) is generally evaluated wi...
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11/11/2022
Speech-to-Speech Translation For A Real-world Unwritten Language
We study speech-to-speech translation (S2ST) that translates speech from...
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11/08/2022
SpeechMatrix: A Large-Scale Mined Corpus of Multilingual Speech-to-Speech Translations
We present SpeechMatrix, a large-scale multilingual corpus of speech-to-...
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10/20/2022
DiffEdit: Diffusion-based semantic image editing with mask guidance
Image generation has recently seen tremendous advances, with diffusion m...
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10/10/2022
Multilingual Representation Distillation with Contrastive Learning
Multilingual sentence representations from large models can encode seman...
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07/11/2022
No Language Left Behind: Scaling Human-Centered Machine Translation
Driven by the goal of eradicating language barriers on a global scale, m...
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05/25/2022
Bitext Mining Using Distilled Sentence Representations for Low-Resource Languages
Scaling multilingual representation learning beyond the hundred most fre...
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05/24/2022
T-Modules: Translation Modules for Zero-Shot Cross-Modal Machine Translation
We present a new approach to perform zero-shot cross-modal transfer betw...
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03/09/2022
FlexIT: Towards Flexible Semantic Image Translation
Deep generative models, like GANs, have considerably improved the state ...
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12/15/2021
Textless Speech-to-Speech Translation on Real Data
We present a textless speech-to-speech translation (S2ST) system that ca...
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12/06/2021
Embedding Arithmetic for Text-driven Image Transformation
Latent text representations exhibit geometric regularities, such as the ...
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07/14/2021
FST: the FAIR Speech Translation System for the IWSLT21 Multilingual Shared Task
In this paper, we describe our end-to-end multilingual speech translatio...
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10/21/2020
Beyond English-Centric Multilingual Machine Translation
Existing work in translation demonstrated the potential of massively mul...
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11/10/2019
CCMatrix: Mining Billions of High-Quality Parallel Sentences on the WEB
We show that margin-based bitext mining in a multilingual sentence space...
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10/16/2019
MLQA: Evaluating Cross-lingual Extractive Question Answering
Question answering (QA) models have shown rapid progress enabled by the ...
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07/10/2019
WikiMatrix: Mining 135M Parallel Sentences in 1620 Language Pairs from Wikipedia
We present an approach based on multilingual sentence embeddings to auto...
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06/20/2019
Low-Resource Corpus Filtering using Multilingual Sentence Embeddings
In this paper, we describe our submission to the WMT19 low-resource para...
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12/26/2018
Massively Multilingual Sentence Embeddings for Zero-Shot Cross-Lingual Transfer and Beyond
We introduce an architecture to learn joint multilingual sentence repres...
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11/03/2018
Margin-based Parallel Corpus Mining with Multilingual Sentence Embeddings
Machine translation is highly sensitive to the size and quality of the t...
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09/13/2018
XNLI: Evaluating Cross-lingual Sentence Representations
State-of-the-art natural language processing systems rely on supervision...
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05/24/2018
Filtering and Mining Parallel Data in a Joint Multilingual Space
We learn a joint multilingual sentence embedding and use the distance be...
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05/24/2018
A Corpus for Multilingual Document Classification in Eight Languages
Cross-lingual document classification aims at training a document classi...
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05/05/2017
Supervised Learning of Universal Sentence Representations from Natural Language Inference Data
Many modern NLP systems rely on word embeddings, previously trained in a...
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04/13/2017
Learning Joint Multilingual Sentence Representations with Neural Machine Translation
In this paper, we use the framework of neural machine translation to lea...
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06/06/2016
Very Deep Convolutional Networks for Text Classification
The dominant approach for many NLP tasks are recurrent neural networks, ...
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03/11/2015
On Using Monolingual Corpora in Neural Machine Translation
Recent work on end-to-end neural network-based architectures for machine...
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12/20/2014
Incremental Adaptation Strategies for Neural Network Language Models
It is today acknowledged that neural network language models outperform ...
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06/03/2014