Table 3:

Results of multimodal methods on training set LOSO cross-validation

FS	Feature Set	Accu.	F1	Spec.
Early	g-LIWC+eGeMAPS	81.93	82.56	82.28
	g-BERTword+eGeMAPS	75.90	76.74	75.95
	g-BERTsent+eGeMAPS	74.10	75.71	70.89
	g-LIWC+ComParE	71.69	73.45	68.35
	g-BERTword+ComParE	74.70	75.58	74.68
	g-BERTsent+ComParE	75.30	76.02	75.95
	g-LIWC+Paraling.	75.90	76.74	75.95
	g-BERTword+Paraling.	77.11	77.91	77.22
	g-BERTsent+Paraling.	78.92	80.23	75.95
Late	g-LIWC + eGeMAPS	72.29	74.16	68.35
	g-BERTword + eGeMAPS	77.71	78.61	77.22
	g-BERTsent + eGeMAPS	75.90	77.01	74.68
	g-LIWC + ComParE	71.08	72.09	70.89
	g-BERTword + ComParE	72.89	74.29	70.89
	g-BERTsent + ComParE	72.29	73.26	72.16
	g-LIWC + Paraling.	73.49	74.42	73.42
	g-BERTword + Paraling.	72.29	74.73	65.82
	g-BERTsent + Paraling.	71.08	71.76	72.15
Ens.	Overall Avg.	75.3	76.84	72.15
	Overall Maj.	77.11	79.12	70.89
	Overall Wgt.	80.12	80.92	79.75
	Top-10 Avg.	79.52	80.23	79.75
	Top-10 Maj.	80.72	81.18	82.28
	Top-10 Wgt.	79.52	80.23	79.75