Frozen self-supervised speech representations transfer poorly across languages and corpora; Parkinson's-trained classifiers treat dementia speech like Parkinson's, indicating corpus-driven rather than disease-specific signal.
Analyzing Wav2Vec 1.0 Embeddings for Cross-Database Parkinson’s Disease Detection and Speech Features Extraction,
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.CL 1years
2026 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
-
Motor, Cognitive, or Corpus? What Survives Cross-Lingual Transfer in Speech-Based Parkinsons Disease Detection
Frozen self-supervised speech representations transfer poorly across languages and corpora; Parkinson's-trained classifiers treat dementia speech like Parkinson's, indicating corpus-driven rather than disease-specific signal.