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Nina Hosseini-Kivanani

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Jul 2026

Simple Language Normalization Wins: Cross-Lingual Speaker Verification for the TidyVoice 2026 Challenge

This work revisits Nuisance Attribute Projection (NAP) as a simple language-normalization step in the embedding space and estimates a compact language subspace from cross-language same-speaker differences and project embeddings onto its orthogonal complement before cosine scoring with Adaptive Symmetric score normaliza...

Nina Hosseini-Kivanani · arXiv.org · 0 citations