Author

M. Zusag

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Jul 2026

Content is What Remains: Invariant Speech Tokenization from Parallel Utterances

PINT (Parallel INvariant Tokenization), which fine-tunes an SSL encoder with alignment losses across parallel utterances and augmentations to distill this shared residual of linguistic content, and shows a 98.7% relative reduction in speaker probe accuracy.

Laurin Wagner, Bernhard Thallinger, Miroslav Stankovič et al. · arXiv.org · 2 citations