Automatic Speech Recognition on DementiaBank Pitt (dev)
28.79WER (Parenthetical)Supervised (100%)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Supervised (100%)Finetune Strategy=100% Sup.2026.06 | 28.79 | 12.76 | |
| Incremental SAT systemPercentile of Data Used=80%, Pseudo Labeling - Data Selection=Conf. Score, Pseudo Labeling - Incremental Iteration=4, SAT=✓, TTA=✓, Finetune Strategy=Semi-Sup.2026.06 | 30.26 | 14.58 | |
| Incremental SI systemPercentile of Data Used=80%, Pseudo Labeling - Data Selection=Conf. Score, Pseudo Labeling - Incremental Iteration=4, SAT=x, TTA=x, Finetune Strategy=Semi-Sup.2026.06 | 30.85 | 14.91 | |
| Semi-Supervised + SAT + TTAPercentile of Data Used=80%, Pseudo Labeling - Data Selection=Conf. Score, Pseudo Labeling - Incremental Iteration=x, SAT=✓, TTA=✓, Finetune Strategy=Semi-Sup.2026.06 | 31.5 | 14.99 | |
| Semi-Supervised (Conf. Score)Percentile of Data Used=80%, Pseudo Labeling - Data Selection=Conf. Score, Pseudo Labeling - Incremental Iteration=-, SAT=x, TTA=x, Finetune Strategy=Semi-Sup.2026.06 | 31.64 | 15.07 | |
| Semi-Supervised (Random, Incr.)Percentile of Data Used=80%, Pseudo Labeling - Data Selection=Random, Pseudo Labeling - Incremental Iteration=4, SAT=x, TTA=x, Finetune Strategy=Semi-Sup.2026.06 | 31.71 | 15.34 | |
| Semi-Supervised Baseline (Sys.3)Percentile of Data Used=100%, Pseudo Labeling - Data Selection=-, Pseudo Labeling - Incremental Iteration=-, SAT=x, TTA=x, Finetune Strategy=Semi-Sup.2026.06 | 32.03 | 15.57 | |
| Supervised (10%) + SAT + TTAPseudo Labeling - Incremental Iteration=x, SAT=✓, TTA=✓, Finetune Strategy=10% Sup.2026.06 | 32.44 | 15.84 | |
| Supervised (10%)Pseudo Labeling - Incremental Iteration=x, SAT=x, TTA=x, Finetune Strategy=10% Sup.2026.06 | 33.84 | 16.38 |