DementiaBank
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Automatic Speech Recognition | English DementiaBank Pitt (Eval) | WER (Paraphrase)19.25 | 19 | |
| Alzheimer's Disease Detection | DementiaBank (test) | Accuracy91.5 | 12 | |
| Automatic Speech Recognition | DementiaBank Pitt (All) | WER20.43 | 9 | |
| Automatic Speech Recognition | DementiaBank Pitt (dev) | WER (Parenthetical)28.79 | 9 | |
| Salience of information assessment | DementiaBank manual transcripts | Mean Score (Control Group)2.09 | 8 | |
| General cognition and perception assessment | DementiaBank manual transcripts | Mean (Control Group)1.93 | 4 | |
| Structural language and speech assessment | DementiaBank manual transcripts | Control Group Mean1.84 | 4 | |
| Mental state language assessment | DementiaBank manual transcripts | Control Mean Score2.29 | 4 | |
| Causal and temporal relations assessment | DementiaBank (manual transcripts) | Control Mean2.02 | 4 | |
| Semantic categories assessment | DementiaBank (manual transcripts) | Mean Control Score1.59 | 4 | |
| Dementia detection | DementiaBank Pitt Corpus (English) (test) | Accuracy53.2 | 1 | |
| MMSE severity prediction | DementiaBank (test) | MAE3.7 | 1 | |
| MMSE severity prediction | DementiaBank (val) | MAE4.8 | 1 | |
| ADRD detection | DementiaBank External (test) | Sensitivity80 | 1 |
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