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Open weightsMeta (FAIR)/10 trustVerified
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SeamlessM4T

One open model for speech-to-speech, speech-to-text, and text translation across about 100 languages

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About

SeamlessM4T is Meta's massively multilingual, multimodal translation model: a single system that handles speech-to-speech, speech-to-text, text-to-speech, text-to-text, and ASR instead of chaining separate models. Version 2 ships a 2.3B large checkpoint built on a w2v-BERT 2.0 speech encoder, an NLLB-style text decoder, and a unit-based HiFi-GAN vocoder, trained over 470,000 hours of automatically aligned speech translations. The SeamlessExpressive extension preserves the speaker's voice and prosody across languages, and SeamlessStreaming targets real-time use. Weights are CC-BY-NC 4.0, so it is a research and non-commercial asset that needs legal review before product use. Translation quality tracks resource levels per language, and the large model wants a serious GPU (about 8.6 GB on disk, ~4.3 GB VRAM in fp16).

Specs

Context window

Speech or text input; sentence-level translation rather than a token-window LLM

Pricing

Free — open weights (CC-BY-NC 4.0, non-commercial)

Free quota

N/A — self-hosted

API access

Transformers and fairseq2; Hugging Face checkpoints (facebook/seamless-m4t-v2-large); no official hosted API

Weights

Open weights

Released

Not disclosed

Benchmarks

Team-reported: state-of-the-art results on Fleurs and CVSS speech translation benchmarks (papers arXiv 2308.11596, 2312.05187)

Provider-reported unless a source says otherwise. Benchmarks are marketing-adjacent by nature — treat them as directional.

Use cases

Live speech translationMultilingual dubbingCross-language voice assistantsMeeting transcription and translation

Trust score — 9/10

/10 trustVerified

Scored 9/10 (verified tier, metrics-v1). Evidence: Paper arXiv 2308.11596/v2 verified; v2 paper 2312.05187 identified; Weights CC-BY-NC 4.0 and ~100-language coverage verified via multiple independent sources; Exact v2 release day not verified — releasedAt null.

Sources