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Safety

Seamless

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Seamless
The curator’s take

Meta's Seamless is a family of models for end-to-end expressive, streaming cross-lingual speech communication.

Key points
01

SeamlessExpressive: Preserves the speaker's expressive characteristics (pitch, emotion, pauses) across translation rather than flattening them into neutral speech.

02

SeamlessStreaming: Produces translated speech in a streaming fashion with low latency, enabling near-real-time conversational translation.

03

Low-resource coverage: An improved SeamlessM4T is trained on more low-resource language data, broadening the language coverage meaningfully beyond the original M4T.

04

Safety red-teaming: Meta applies a red-teaming effort specifically for multimodal translation safety, a recognition that MT systems can amplify harmful content across languages.

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