Fairness accent

Overall scores

w2v2-L

hubert-L

wavlm

data2vec

Overall Score

100.0% passed tests (124 passed / 0 failed).

100.0% passed tests (124 passed / 0 failed).

97.6% passed tests (121 passed / 3 failed).

100.0% passed tests (124 passed / 0 failed).

Mean Value

Threshold: 0.075

Data

Mean Value

w2v2-L

hubert-L

wavlm

data2vec

speech-accent-archive-2.2.0-amharic

-0.05

-0.05

-0.07

-0.05

speech-accent-archive-2.2.0-arabic

0.01

0.02

0.00

-0.00

speech-accent-archive-2.2.0-bengali

0.01

-0.02

0.01

0.00

speech-accent-archive-2.2.0-bulgarian

-0.05

-0.03

-0.05

-0.04

speech-accent-archive-2.2.0-cantonese

0.00

0.00

-0.05

0.00

speech-accent-archive-2.2.0-dutch

-0.00

0.00

-0.00

0.00

speech-accent-archive-2.2.0-english

0.03

0.04

-0.00

0.03

speech-accent-archive-2.2.0-farsi

0.00

0.00

0.01

-0.00

speech-accent-archive-2.2.0-french

-0.04

-0.03

-0.02

-0.03

speech-accent-archive-2.2.0-german

0.04

0.04

0.05

0.04

speech-accent-archive-2.2.0-greek

0.03

0.03

0.04

0.04

speech-accent-archive-2.2.0-hindi

0.02

0.02

0.01

0.02

speech-accent-archive-2.2.0-italian

0.01

-0.01

0.02

-0.01

speech-accent-archive-2.2.0-japanese

0.01

0.01

0.03

0.01

speech-accent-archive-2.2.0-korean

-0.02

-0.01

-0.01

-0.02

speech-accent-archive-2.2.0-macedonian

0.07

0.05

0.09

0.04

speech-accent-archive-2.2.0-mandarin

0.07

0.04

0.04

0.05

speech-accent-archive-2.2.0-nepali

-0.00

-0.00

0.00

-0.01

speech-accent-archive-2.2.0-polish

-0.01

0.01

0.02

0.01

speech-accent-archive-2.2.0-portuguese

-0.00

0.00

-0.00

0.01

speech-accent-archive-2.2.0-romanian

-0.04

-0.03

-0.03

-0.03

speech-accent-archive-2.2.0-russian

0.02

0.00

0.01

0.02

speech-accent-archive-2.2.0-serbian

-0.05

-0.04

-0.03

-0.04

speech-accent-archive-2.2.0-spanish

-0.04

-0.02

-0.01

-0.03

speech-accent-archive-2.2.0-swedish

-0.03

-0.02

-0.03

-0.02

speech-accent-archive-2.2.0-tagalog

0.04

0.01

0.00

0.03

speech-accent-archive-2.2.0-thai

-0.01

-0.01

0.01

-0.01

speech-accent-archive-2.2.0-turkish

0.05

0.03

0.05

0.03

speech-accent-archive-2.2.0-ukrainian

-0.00

-0.02

-0.01

-0.01

speech-accent-archive-2.2.0-urdu

0.01

0.02

0.02

0.02

speech-accent-archive-2.2.0-vietnamese

-0.04

-0.04

-0.04

-0.04

mean

0.00

-0.00

0.00

0.00

Relative Difference Per Bin

Bins with too few samples are skipped.

Threshold: 0.225

Data

(-inf, 0.25]

(0.25, 0.5]

(0.5, 0.75]

(0.75, inf]

w2v2-L

hubert-L

wavlm

data2vec

w2v2-L

hubert-L

wavlm

data2vec

w2v2-L

hubert-L

wavlm

data2vec

w2v2-L

hubert-L

wavlm

data2vec

speech-accent-archive-2.2.0-amharic

0.00

0.04

0.24

0.02

0.13

0.12

-0.19

0.13

-0.13

-0.16

-0.05

-0.14

speech-accent-archive-2.2.0-arabic

-0.02

-0.04

-0.07

0.03

-0.05

-0.04

0.06

-0.09

0.06

0.08

0.00

0.06

speech-accent-archive-2.2.0-bengali

-0.06

0.02

-0.06

0.02

0.07

-0.03

0.09

-0.08

-0.01

0.01

-0.03

0.06

speech-accent-archive-2.2.0-bulgarian

0.07

0.00

0.16

0.09

0.06

0.10

-0.11

0.03

-0.13

-0.10

-0.05

-0.13

speech-accent-archive-2.2.0-cantonese

-0.03

0.00

0.17

-0.06

0.03

0.04

-0.14

0.09

-0.00

-0.04

-0.04

-0.04

speech-accent-archive-2.2.0-dutch

0.08

-0.03

-0.06

0.00

-0.14

0.02

0.09

0.03

0.06

0.00

-0.03

-0.03

speech-accent-archive-2.2.0-english

0.09

-0.04

0.11

0.03

-0.21

-0.09

-0.11

-0.22

0.12

0.13

-0.00

0.19

speech-accent-archive-2.2.0-farsi

-0.02

-0.01

-0.06

-0.05

0.09

0.09

0.05

0.12

-0.08

-0.08

0.01

-0.07

speech-accent-archive-2.2.0-french

0.09

-0.01

-0.01

0.04

-0.00

0.06

0.04

0.07

-0.08

-0.05

-0.03

-0.11

speech-accent-archive-2.2.0-german

-0.06

-0.04

-0.10

-0.08

-0.02

-0.04

0.09

-0.02

0.08

0.08

0.01

0.10

speech-accent-archive-2.2.0-greek

-0.03

-0.04

-0.10

-0.05

-0.08

-0.03

0.09

-0.07

0.11

0.07

0.02

0.12

speech-accent-archive-2.2.0-hindi

-0.03

-0.04

-0.00

0.05

-0.07

-0.06

-0.04

-0.15

0.11

0.10

0.04

0.11

speech-accent-archive-2.2.0-italian

-0.00

0.01

0.01

-0.01

-0.05

0.02

-0.05

0.03

0.06

-0.03

0.05

-0.02

speech-accent-archive-2.2.0-japanese

-0.02

0.02

-0.04

-0.00

0.02

-0.10

0.03

0.05

-0.00

0.07

0.01

-0.05

speech-accent-archive-2.2.0-korean

0.08

0.02

0.01

0.07

-0.07

0.01

-0.04

-0.07

-0.01

-0.04

0.03

-0.00

speech-accent-archive-2.2.0-macedonian

-0.05

-0.03

-0.06

-0.06

-0.17

-0.19

-0.21

-0.07

0.22

0.21

0.27

0.12

speech-accent-archive-2.2.0-mandarin

-0.06

-0.03

-0.11

-0.08

-0.10

-0.12

0.04

-0.05

0.16

0.15

0.06

0.13

speech-accent-archive-2.2.0-nepali

-0.04

-0.00

-0.04

0.04

0.09

0.02

0.08

-0.05

-0.05

-0.01

-0.05

0.02

speech-accent-archive-2.2.0-polish

-0.02

-0.01

-0.05

-0.03

0.08

-0.03

0.03

0.02

-0.06

0.05

0.02

0.01

speech-accent-archive-2.2.0-portuguese

-0.06

-0.02

-0.08

-0.08

0.11

0.03

0.09

0.11

-0.06

-0.02

-0.01

-0.04

speech-accent-archive-2.2.0-romanian

0.02

-0.00

0.07

0.01

0.12

0.15

-0.02

0.12

-0.14

-0.15

-0.05

-0.12

speech-accent-archive-2.2.0-russian

-0.06

-0.02

-0.09

-0.06

0.14

0.07

0.12

0.04

-0.08

-0.05

-0.03

0.02

speech-accent-archive-2.2.0-serbian

0.12

0.08

0.05

0.09

-0.00

0.02

-0.00

-0.02

-0.12

-0.10

-0.05

-0.07

speech-accent-archive-2.2.0-spanish

0.07

0.05

0.02

0.02

0.06

-0.00

0.01

0.02

-0.13

-0.05

-0.03

-0.05

speech-accent-archive-2.2.0-swedish

0.01

0.04

0.07

-0.02

0.06

0.09

-0.04

0.07

-0.07

-0.13

-0.03

-0.05

speech-accent-archive-2.2.0-tagalog

0.01

0.04

0.01

0.01

-0.14

-0.10

-0.00

-0.04

0.13

0.06

-0.01

0.02

speech-accent-archive-2.2.0-thai

0.02

0.02

-0.00

0.07

-0.04

-0.03

-0.01

-0.12

0.03

0.01

0.02

0.05

speech-accent-archive-2.2.0-turkish

-0.03

-0.02

-0.03

-0.02

-0.13

-0.11

-0.03

-0.11

0.17

0.13

0.06

0.13

speech-accent-archive-2.2.0-ukrainian

-0.05

-0.00

-0.03

-0.07

0.10

0.08

0.07

0.14

-0.05

-0.08

-0.03

-0.08

speech-accent-archive-2.2.0-urdu

0.02

-0.04

-0.07

-0.05

-0.06

-0.02

0.09

0.06

0.05

0.06

-0.02

-0.00

speech-accent-archive-2.2.0-vietnamese

-0.03

0.04

0.05

0.07

0.15

0.08

-0.01

0.03

-0.12

-0.12

-0.05

-0.10

mean

0.00

-0.00

-0.00

-0.00

-0.00

0.00

0.00

-0.00

0.00

-0.00

0.00

0.00

Visualization

w2v2-L

hubert-L

wavlm

data2vec

../../../_images/visualization_speech-accent-archive-2.2.0-amharic4.png
../../../_images/visualization_speech-accent-archive-2.2.0-amharic8.png
../../../_images/visualization_speech-accent-archive-2.2.0-amharic9.png
../../../_images/visualization_speech-accent-archive-2.2.0-amharic10.png
../../../_images/visualization_speech-accent-archive-2.2.0-arabic4.png
../../../_images/visualization_speech-accent-archive-2.2.0-arabic8.png
../../../_images/visualization_speech-accent-archive-2.2.0-arabic9.png
../../../_images/visualization_speech-accent-archive-2.2.0-arabic10.png
../../../_images/visualization_speech-accent-archive-2.2.0-bengali4.png
../../../_images/visualization_speech-accent-archive-2.2.0-bengali8.png
../../../_images/visualization_speech-accent-archive-2.2.0-bengali9.png
../../../_images/visualization_speech-accent-archive-2.2.0-bengali10.png
../../../_images/visualization_speech-accent-archive-2.2.0-bulgarian4.png
../../../_images/visualization_speech-accent-archive-2.2.0-bulgarian8.png
../../../_images/visualization_speech-accent-archive-2.2.0-bulgarian9.png
../../../_images/visualization_speech-accent-archive-2.2.0-bulgarian10.png
../../../_images/visualization_speech-accent-archive-2.2.0-cantonese4.png
../../../_images/visualization_speech-accent-archive-2.2.0-cantonese8.png
../../../_images/visualization_speech-accent-archive-2.2.0-cantonese9.png
../../../_images/visualization_speech-accent-archive-2.2.0-cantonese10.png
../../../_images/visualization_speech-accent-archive-2.2.0-dutch4.png
../../../_images/visualization_speech-accent-archive-2.2.0-dutch8.png
../../../_images/visualization_speech-accent-archive-2.2.0-dutch9.png
../../../_images/visualization_speech-accent-archive-2.2.0-dutch10.png
../../../_images/visualization_speech-accent-archive-2.2.0-english4.png
../../../_images/visualization_speech-accent-archive-2.2.0-english8.png
../../../_images/visualization_speech-accent-archive-2.2.0-english9.png
../../../_images/visualization_speech-accent-archive-2.2.0-english10.png
../../../_images/visualization_speech-accent-archive-2.2.0-farsi4.png
../../../_images/visualization_speech-accent-archive-2.2.0-farsi8.png
../../../_images/visualization_speech-accent-archive-2.2.0-farsi9.png
../../../_images/visualization_speech-accent-archive-2.2.0-farsi10.png
../../../_images/visualization_speech-accent-archive-2.2.0-french4.png
../../../_images/visualization_speech-accent-archive-2.2.0-french8.png
../../../_images/visualization_speech-accent-archive-2.2.0-french9.png
../../../_images/visualization_speech-accent-archive-2.2.0-french10.png
../../../_images/visualization_speech-accent-archive-2.2.0-german4.png
../../../_images/visualization_speech-accent-archive-2.2.0-german8.png
../../../_images/visualization_speech-accent-archive-2.2.0-german9.png
../../../_images/visualization_speech-accent-archive-2.2.0-german10.png
../../../_images/visualization_speech-accent-archive-2.2.0-greek4.png
../../../_images/visualization_speech-accent-archive-2.2.0-greek8.png
../../../_images/visualization_speech-accent-archive-2.2.0-greek9.png
../../../_images/visualization_speech-accent-archive-2.2.0-greek10.png
../../../_images/visualization_speech-accent-archive-2.2.0-hindi4.png
../../../_images/visualization_speech-accent-archive-2.2.0-hindi8.png
../../../_images/visualization_speech-accent-archive-2.2.0-hindi9.png
../../../_images/visualization_speech-accent-archive-2.2.0-hindi10.png
../../../_images/visualization_speech-accent-archive-2.2.0-italian4.png
../../../_images/visualization_speech-accent-archive-2.2.0-italian8.png
../../../_images/visualization_speech-accent-archive-2.2.0-italian9.png
../../../_images/visualization_speech-accent-archive-2.2.0-italian10.png
../../../_images/visualization_speech-accent-archive-2.2.0-japanese4.png
../../../_images/visualization_speech-accent-archive-2.2.0-japanese8.png
../../../_images/visualization_speech-accent-archive-2.2.0-japanese9.png
../../../_images/visualization_speech-accent-archive-2.2.0-japanese10.png
../../../_images/visualization_speech-accent-archive-2.2.0-korean4.png
../../../_images/visualization_speech-accent-archive-2.2.0-korean8.png
../../../_images/visualization_speech-accent-archive-2.2.0-korean9.png
../../../_images/visualization_speech-accent-archive-2.2.0-korean10.png
../../../_images/visualization_speech-accent-archive-2.2.0-macedonian4.png
../../../_images/visualization_speech-accent-archive-2.2.0-macedonian8.png
../../../_images/visualization_speech-accent-archive-2.2.0-macedonian9.png
../../../_images/visualization_speech-accent-archive-2.2.0-macedonian10.png
../../../_images/visualization_speech-accent-archive-2.2.0-mandarin4.png
../../../_images/visualization_speech-accent-archive-2.2.0-mandarin8.png
../../../_images/visualization_speech-accent-archive-2.2.0-mandarin9.png
../../../_images/visualization_speech-accent-archive-2.2.0-mandarin10.png
../../../_images/visualization_speech-accent-archive-2.2.0-nepali4.png
../../../_images/visualization_speech-accent-archive-2.2.0-nepali8.png
../../../_images/visualization_speech-accent-archive-2.2.0-nepali9.png
../../../_images/visualization_speech-accent-archive-2.2.0-nepali10.png
../../../_images/visualization_speech-accent-archive-2.2.0-polish4.png
../../../_images/visualization_speech-accent-archive-2.2.0-polish8.png
../../../_images/visualization_speech-accent-archive-2.2.0-polish9.png
../../../_images/visualization_speech-accent-archive-2.2.0-polish10.png
../../../_images/visualization_speech-accent-archive-2.2.0-portuguese4.png
../../../_images/visualization_speech-accent-archive-2.2.0-portuguese8.png
../../../_images/visualization_speech-accent-archive-2.2.0-portuguese9.png
../../../_images/visualization_speech-accent-archive-2.2.0-portuguese10.png
../../../_images/visualization_speech-accent-archive-2.2.0-romanian4.png
../../../_images/visualization_speech-accent-archive-2.2.0-romanian8.png
../../../_images/visualization_speech-accent-archive-2.2.0-romanian9.png
../../../_images/visualization_speech-accent-archive-2.2.0-romanian10.png
../../../_images/visualization_speech-accent-archive-2.2.0-russian4.png
../../../_images/visualization_speech-accent-archive-2.2.0-russian8.png
../../../_images/visualization_speech-accent-archive-2.2.0-russian9.png
../../../_images/visualization_speech-accent-archive-2.2.0-russian10.png
../../../_images/visualization_speech-accent-archive-2.2.0-serbian4.png
../../../_images/visualization_speech-accent-archive-2.2.0-serbian8.png
../../../_images/visualization_speech-accent-archive-2.2.0-serbian9.png
../../../_images/visualization_speech-accent-archive-2.2.0-serbian10.png
../../../_images/visualization_speech-accent-archive-2.2.0-spanish4.png
../../../_images/visualization_speech-accent-archive-2.2.0-spanish8.png
../../../_images/visualization_speech-accent-archive-2.2.0-spanish9.png
../../../_images/visualization_speech-accent-archive-2.2.0-spanish10.png
../../../_images/visualization_speech-accent-archive-2.2.0-swedish4.png
../../../_images/visualization_speech-accent-archive-2.2.0-swedish8.png
../../../_images/visualization_speech-accent-archive-2.2.0-swedish9.png
../../../_images/visualization_speech-accent-archive-2.2.0-swedish10.png
../../../_images/visualization_speech-accent-archive-2.2.0-tagalog4.png
../../../_images/visualization_speech-accent-archive-2.2.0-tagalog8.png
../../../_images/visualization_speech-accent-archive-2.2.0-tagalog9.png
../../../_images/visualization_speech-accent-archive-2.2.0-tagalog10.png
../../../_images/visualization_speech-accent-archive-2.2.0-thai4.png
../../../_images/visualization_speech-accent-archive-2.2.0-thai8.png
../../../_images/visualization_speech-accent-archive-2.2.0-thai9.png
../../../_images/visualization_speech-accent-archive-2.2.0-thai10.png
../../../_images/visualization_speech-accent-archive-2.2.0-turkish4.png
../../../_images/visualization_speech-accent-archive-2.2.0-turkish8.png
../../../_images/visualization_speech-accent-archive-2.2.0-turkish9.png
../../../_images/visualization_speech-accent-archive-2.2.0-turkish10.png
../../../_images/visualization_speech-accent-archive-2.2.0-ukrainian4.png
../../../_images/visualization_speech-accent-archive-2.2.0-ukrainian8.png
../../../_images/visualization_speech-accent-archive-2.2.0-ukrainian9.png
../../../_images/visualization_speech-accent-archive-2.2.0-ukrainian10.png
../../../_images/visualization_speech-accent-archive-2.2.0-urdu4.png
../../../_images/visualization_speech-accent-archive-2.2.0-urdu8.png
../../../_images/visualization_speech-accent-archive-2.2.0-urdu9.png
../../../_images/visualization_speech-accent-archive-2.2.0-urdu10.png
../../../_images/visualization_speech-accent-archive-2.2.0-vietnamese4.png
../../../_images/visualization_speech-accent-archive-2.2.0-vietnamese8.png
../../../_images/visualization_speech-accent-archive-2.2.0-vietnamese9.png
../../../_images/visualization_speech-accent-archive-2.2.0-vietnamese10.png