Fairness sex

Overall scores

	w2v2-L-cat	hubert-L-cat	wavlm-cat	data2vec-cat
Overall Score	94.4% passed tests (34 passed / 2 failed).	100.0% passed tests (36 passed / 0 failed).	94.4% passed tests (34 passed / 2 failed).	100.0% passed tests (36 passed / 0 failed).

Precision Per Class Female

Precision female - Precision combined.

Threshold: 0.075

Data	anger				happiness				neutral				sadness
	w2v2-L-cat	hubert-L-cat	wavlm-cat	data2vec-cat	w2v2-L-cat	hubert-L-cat	wavlm-cat	data2vec-cat	w2v2-L-cat	hubert-L-cat	wavlm-cat	data2vec-cat	w2v2-L-cat	hubert-L-cat	wavlm-cat	data2vec-cat
iemocap-2.3.0-full	-0.02	-0.02	-0.01	-0.02	0.02	-0.00	0.00	0.02	0.09	0.03	-0.01	-0.02	0.01	0.04	0.02	0.01
msppodcast-2.6.0-emotion.categories.test-1.gold_standard	-0.01	-0.02	-0.06	-0.01	-0.04	-0.01	-0.07	0.00	0.04	0.03	0.05	0.01	-0.03	-0.04	-0.04	-0.04
mean	-0.01	-0.02	-0.03	-0.01	-0.01	-0.01	-0.04	0.01	0.07	0.03	0.02	-0.01	-0.01	0.00	-0.01	-0.01

Precision Per Class Male

Precision male - Precision combined.

Threshold: 0.075

Data	anger				happiness				neutral				sadness
	w2v2-L-cat	hubert-L-cat	wavlm-cat	data2vec-cat	w2v2-L-cat	hubert-L-cat	wavlm-cat	data2vec-cat	w2v2-L-cat	hubert-L-cat	wavlm-cat	data2vec-cat	w2v2-L-cat	hubert-L-cat	wavlm-cat	data2vec-cat
iemocap-2.3.0-full	0.02	0.02	0.01	0.03	-0.02	0.00	-0.00	-0.02	-0.09	-0.03	0.01	0.02	-0.01	-0.04	-0.01	-0.01
msppodcast-2.6.0-emotion.categories.test-1.gold_standard	0.01	0.02	0.10	0.02	0.05	0.01	0.10	-0.00	-0.03	-0.02	-0.03	-0.01	0.03	0.06	0.05	0.05
mean	0.01	0.02	0.06	0.03	0.02	0.01	0.05	-0.01	-0.06	-0.03	-0.01	0.01	0.01	0.01	0.02	0.02

Recall Per Class Female

Recall female - Recall combined.

Threshold: 0.175

Data	anger				happiness				neutral				sadness
	w2v2-L-cat	hubert-L-cat	wavlm-cat	data2vec-cat	w2v2-L-cat	hubert-L-cat	wavlm-cat	data2vec-cat	w2v2-L-cat	hubert-L-cat	wavlm-cat	data2vec-cat	w2v2-L-cat	hubert-L-cat	wavlm-cat	data2vec-cat
iemocap-2.3.0-full	0.03	0.02	0.01	0.06	0.05	-0.00	0.01	0.01	0.01	0.01	0.01	-0.01	0.00	0.04	-0.02	-0.03
msppodcast-2.6.0-emotion.categories.test-1.gold_standard	-0.03	0.05	0.02	-0.01	0.04	0.02	0.05	-0.03	-0.06	-0.05	-0.15	0.00	-0.10	0.00	-0.11	-0.08
mean	0.00	0.04	0.01	0.02	0.04	0.01	0.03	-0.01	-0.02	-0.02	-0.07	-0.01	-0.05	0.02	-0.07	-0.06

Recall Per Class Male

Recall female - Recall combined.

Threshold: 0.175

Data	anger				happiness				neutral				sadness
	w2v2-L-cat	hubert-L-cat	wavlm-cat	data2vec-cat	w2v2-L-cat	hubert-L-cat	wavlm-cat	data2vec-cat	w2v2-L-cat	hubert-L-cat	wavlm-cat	data2vec-cat	w2v2-L-cat	hubert-L-cat	wavlm-cat	data2vec-cat
iemocap-2.3.0-full	-0.03	-0.02	-0.01	-0.06	-0.05	0.00	-0.01	-0.01	-0.01	-0.01	-0.01	0.01	-0.00	-0.04	0.02	0.03
msppodcast-2.6.0-emotion.categories.test-1.gold_standard	0.03	-0.05	-0.02	0.01	-0.04	-0.02	-0.05	0.03	0.06	0.05	0.15	-0.00	0.10	0.00	0.11	0.08
mean	0.00	-0.04	-0.01	-0.02	-0.04	-0.01	-0.03	0.01	0.02	0.02	0.07	0.01	0.05	-0.02	0.07	0.06

Unweighted Average Recall Female

UAR Female - UAR combined.

Threshold: 0.075

Data	Unweighted Average Recall Female
	w2v2-L-cat	hubert-L-cat	wavlm-cat	data2vec-cat
iemocap-2.3.0-full	0.02	0.02	0.00	0.01
msppodcast-2.6.0-emotion.categories.test-1.gold_standard	-0.04	0.01	-0.05	-0.03
mean	-0.01	0.01	-0.03	-0.01

Unweighted Average Recall Male

UAR Male - UAR combined.

Threshold: 0.075

Data	Unweighted Average Recall Male
	w2v2-L-cat	hubert-L-cat	wavlm-cat	data2vec-cat
iemocap-2.3.0-full	-0.02	-0.02	-0.00	-0.01
msppodcast-2.6.0-emotion.categories.test-1.gold_standard	0.04	-0.01	0.05	0.03
mean	0.01	-0.01	0.03	0.01

Visualization

w2v2-L-cat	hubert-L-cat	wavlm-cat	data2vec-cat