Author

Huang-Cheng Chou

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Preprint Sep 2026

Audio Preprocessing Effects on Stuttering Detection: A Class-Specific Analysis

Audio preprocessing can affect how well a system detects stuttering. We study a simulated chain of denoising,loudness normalisation, Opus coding, and voice activity detection on SEP-28k. We use frozen WavLM Base+ features and report pointwise confidence intervals from episode-level bootstrap resampling. At a fixed thre...

Anisha Pattanayak, Ha-Nie Kang, Huang-Cheng Chou et al. · 0 citations

#small language model Preprint Sep 2026

Towards Interpretable Framework for Neural Audio Codecs via Sparse Autoencoders: Exploration toward Age, Gender, and Accent Steering

Neural audio codecs (NACs) are widely used in speech generation and audio-language modeling, yet how they encode speaker-trait information remains poorly understood. Prior work applied sparse autoencoders (SAEs) to investigate accent information in NACs through task-level analysis. Here, we extend this analysis to the...

Shi Wang, Tian-Tian Feng, Aditya Kommineni et al. · 0 citations