facebookresearch /seamless_communication

Foundational Models for State-of-the-Art Speech and Text Translation

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Jupyter NotebookCreated 2023-08-02
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README

!
 Seamless Intro

Seamless is a family of AI models that enable more natural and authentic communication across languages. SeamlessM4T is a massive multilingual multimodal machine translation model supporting around 100 languages. SeamlessM4T serves as foundation for SeamlessExpressive, a model that preserves elements of prosody and voice style across languages and SeamlessStreaming, a model supporting simultaneous translation and streaming ASR for around 100 languages. SeamlessExpressive and SeamlessStreaming are combined into Seamless, a unified model featuring multilinguality, real-time and expressive translations.

 Links

 Demos

|                        | SeamlessM4T v2                                                                                                                        | SeamlessExpressive                                                                                                                               | SeamlessStreaming                                                                      |
| ---------------------- | ------------------------------------------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------ | -------------------------------------------------------------------------------------- |
| Demo                   | SeamlessM4T v2 Demo | SeamlessExpressive Demo |                                                                                          |
| HuggingFace Space Demo | 🤗 SeamlessM4T v2 Space                                                | 🤗 SeamlessExpressive Space                                                         | 🤗 SeamlessStreaming Space |

 Papers
Seamless

EMMA

SONAR

 Blog
AI at Meta Blog

 Tutorial
An exhaustive tutorial given at the NeurIPS 2023 - Seamless EXPO, which is a one-stop shop to learn how to use the entire suite of Seamless models. Please feel free to play with the notebook.

 SeamlessM4T
SeamlessM4T is our foundational all-in-one Massively Multilingual and Multimodal Machine Translation model delivering high-quality translation for speech and text in nearly 100 languages.

SeamlessM4T models support the tasks of:
- Speech-to-speech translation (S2ST)
- Speech-to-text translation (S2TT)
- Text-to-speech translation (T2ST)
- Text-to-text translation (T2TT)
- Automatic speech recognition (ASR)

:star2: We are releasing SeamlessM4T v2, an updated version with our novel UnitY2 architecture. This new model improves over SeamlessM4T v1 in quality as well as inference latency in speech generation tasks.

To learn more about the collection of SeamlessM4T models, the approach used in each, their language coverage and their performance, visit the SeamlessM4T README or 🤗 Model Card.

 [!NOTE]
 Seamless M4T is also available in the 🤗 Transformers library. Visit this section for more details.

Snapshot: 2026-11-04T14:00:00Z · Data license Apache-2.0 · JSON