Speaker personality trait recognition on POM (test)
29.1Confident (A^7)MARN
Evaluation Results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MARNAblation=Full Model2018.02 | 29.1 | 33 | 38.4 | 31.5 | 33.5 | 36.9 | 55.7 | 52.2 | 47.3 | 31 | 44.8 | |
| SVM2018.02 | 26.6 | 20.7 | 35 | 25.1 | 31.5 | 34 | 50.2 | 49.8 | 41.4 | 28.1 | 36 | |
| RF2018.02 | 26.6 | 27.1 | 26.1 | 23.2 | 26.1 | 34 | 53.2 | 40.9 | 36 | 25.6 | 40.4 | |
| BC-LSTMType=Bidirectional Contextual2018.02 | 26.6 | 26.6 | 33 | 27.6 | 29.6 | 33 | 52.2 | 47.3 | 36 | 27.1 | 36.5 | |
| MARNAblation=No MAB2018.02 | 26.1 | 27.1 | 35.5 | 28.1 | 30 | 32 | 55.2 | 50.7 | 42.4 | 29.1 | 33.5 | |
| DF2018.02 | 25.6 | 24.1 | 34 | 26.1 | 29.6 | 30 | 53.7 | 50.2 | 42.4 | 26.6 | 34.5 | |
| MV-LSTMType=Multi-view2018.02 | 25.6 | 28.6 | 34.5 | 25.6 | 29.1 | 33 | 52.2 | 50.7 | 42.4 | 26.1 | 38.9 | |
| EF-LSTMType=Early Fusion2018.02 | 25.1 | 30.5 | 36.9 | 29.6 | 33.5 | 33.5 | 52.7 | 48.3 | 44.8 | 25.6 | 39.4 | |
| MARNAblation=No Attention2018.02 | 24.6 | 32 | 34 | 24.6 | 29.6 | 32.5 | 53.2 | 49.3 | 42.4 | 29.6 | 42.4 | |
| THMM2018.02 | 24.1 | 15.3 | 29.1 | 27.6 | 12.3 | 22.7 | 31 | 31.5 | 27.1 | 17.2 | 24.6 | |
| TFN2018.02 | 24.1 | 31 | 34.5 | 24.6 | 29.1 | 30.5 | 38.9 | 35.5 | 42.4 | 27.6 | 33 | |
| Majority2018.02 | 19.2 | 20.2 | 18.2 | 21.7 | 19.7 | 29.6 | 44.3 | 39.4 | 24.1 | 20.7 | 6.9 |