Automatic Speech Recognition on DementiaBank Pitt (All)
20.43WERSupervised (100%)
Evaluation results
| Method | Links | |
|---|---|---|
| Supervised (100%)Finetune Strategy=100% Sup.2026.06 | 20.43 | |
| Incremental SAT systemFinetune Strategy=Semi-Sup., Percentile of Data Used=80%, Pseudo Labeling - Data Selection=Conf. Score, Pseudo Labeling - Incremental Iteration=4, SAT=✓, TTA=✓2026.06 | 21.91 | |
| Incremental SI systemFinetune Strategy=Semi-Sup., Percentile of Data Used=80%, Pseudo Labeling - Data Selection=Conf. Score, Pseudo Labeling - Incremental Iteration=42026.06 | 22.45 | |
| Semi-Supervised + SAT + TTAFinetune Strategy=Semi-Sup., Percentile of Data Used=80%, Pseudo Labeling - Data Selection=Conf. Score, SAT=✓, TTA=✓2026.06 | 22.66 | |
| Semi-Supervised (Conf. Score)Finetune Strategy=Semi-Sup., Percentile of Data Used=80%, Pseudo Labeling - Data Selection=Conf. Score2026.06 | 22.81 | |
| Semi-Supervised (Random, Incr.)Finetune Strategy=Semi-Sup., Percentile of Data Used=80%, Pseudo Labeling - Data Selection=Random, Pseudo Labeling - Incremental Iteration=42026.06 | 22.99 | |
| Semi-Supervised Baseline (Sys.3)Finetune Strategy=Semi-Sup., Percentile of Data Used=100%2026.06 | 23.36 | |
| Supervised (10%) + SAT + TTAFinetune Strategy=10% Sup., SAT=✓, TTA=✓2026.06 | 23.51 | |
| Supervised (10%)Finetune Strategy=10% Sup.2026.06 | 24.43 |