Author

Yaroslav Getman

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#natural language process... Preprint Oct 2026

From 2.1M Hours of Raw Broadcast Audio to Finnish Speech SSL: Confidence Filtering and Architectural Analysis at Scale

Broadcast archives offer scale and diversity for self-supervised learning (SSL) but contain substantial noisy, non-speech, and multilingual content. Prior work typically relies on voice activity detection or language identification (LID) to extract speech, ensuring presence rather than quality. Whether and how to filte...

Yaroslav Getman, Tamás Grósz, Tommi Lehtonen et al. · 0 citations

Preprint Aug 2026

CASA: Content-Acoustic Speaking Assessment with Speech Encoder and Large Language Model

CASA, a simpler architecture combining Whisper-medium and Qwen3.5-2B that achieves state-of-the-art performance while providing a more interpretable separation between speech delivery and content, is proposed.

Nhan Phan, Ilona Lähteenmäki, Anna von Zansen et al. · 0 citations