Author

B. Muller

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#natural language process... Preprint Sep 2026

Per-Aetiology Contrastive Severity Embeddings with Phonological Pseudo-Labelling for Multilingual Dysarthric Speech

It is shown that on speaker-disjoint, leakage-filtered held-out subsets, the per-aetiology models outperform the mixed baseline across all three target aetiologies: cerebral palsy, Parkinson's disease and amyotrophic lateral sclerosis.

B. Muller, Antonio Armando Ortiz Barrañón, L. Roberts · 0 citations

#natural language process... Preprint Sep 2026

Choosing a PEFT Variant for Per-Patient Dysarthric ASR: A Single-Speaker Case Study on Two ASR Bases

A single-speaker case study comparing seven LoRA-family methods on two production bases for one post-stroke Hungarian male speaker with severe dysarthria, finding that attention-projection adapters substantially improve CER on both bases.

B. Muller, László Tóth, L. Roberts · 0 citations