Training Methods
Cross-source consensus on Training Methods from 1 sources and 6 claims.
1 sources · 6 claims
How it works
Benefits
Highlighted claims
- Ordinal regression used CORAL loss to train scalar scores for multiple ordered threshold decisions. — Voice Biomarkers for Depression and Anxiety
- Score variance loss regularized predictions across recordings from the same speaker. — Voice Biomarkers for Depression and Anxiety
- Knowledge distillation trained an audio-input student to approximate an audio-and-transcription teacher model. — Voice Biomarkers for Depression and Anxiety
- Cross-modal LLM approximation trained an acoustic student network to match intermediate BERT embeddings rather than teacher logits. — Voice Biomarkers for Depression and Anxiety
- Combining CORAL and SVL reduced overfitting and improved final test performance. — Voice Biomarkers for Depression and Anxiety
- The modeling sequence produced incremental gains from stronger pretraining, ordinal regression, score consistency, lexical modeling, and cross-modal distillation. — Voice Biomarkers for Depression and Anxiety