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X-Vectors

Compact numerical 'fingerprints' of a speaker's voice, used to tell speakers apart.

X-vectors are a type of speaker embedding: a compact numerical representation of the characteristics of a person's voice, produced by a neural network. They let systems compare and distinguish voices, powering speaker recognition, verification, and diarization. They are a widely used technique in speaker-aware speech processing.