Fairness linguistic sentiment¶
w2v2-L-cat |
hubert-L-cat |
wavlm-cat |
data2vec-cat |
|
|---|---|---|---|---|
Overall Score |
88.5% passed tests (85 passed / 11 failed). |
85.4% passed tests (82 passed / 14 failed). |
85.4% passed tests (82 passed / 14 failed). |
86.5% passed tests (83 passed / 13 failed). |
Class Proportion Shift Difference Negative Sentiment¶
Shift in class proportions for negative sentiment for specific language - Average of the shift in class proportions for negative sentiment for all languages. The full expression leading to the test score is displayed in parentheses.
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 |
|
checklist-synth-1.0.0-words-in-context-de |
-0.01 (0.00 - 0.01) |
-0.01 (0.00 - 0.01) |
-0.01 (0.00 - 0.01) |
-0.01 (-0.00 - 0.01) |
0.02 (-0.00 - -0.03) |
0.05 (-0.01 - -0.05) |
0.07 (-0.00 - -0.07) |
0.05 (-0.00 - -0.05) |
0.02 (-0.01 - -0.03) |
-0.00 (-0.00 - 0.00) |
0.01 (0.01 - -0.00) |
-0.04 (-0.04 - -0.00) |
-0.03 (0.01 - 0.04) |
-0.03 (0.01 - 0.04) |
-0.06 (-0.00 - 0.06) |
0.00 (0.04 - 0.04) |
checklist-synth-1.0.0-words-in-context-en |
0.01 (0.02 - 0.01) |
0.05 (0.06 - 0.01) |
0.02 (0.03 - 0.01) |
0.03 (0.04 - 0.01) |
-0.09 (-0.12 - -0.03) |
-0.26 (-0.31 - -0.05) |
-0.29 (-0.36 - -0.07) |
-0.20 (-0.25 - -0.05) |
-0.08 (-0.10 - -0.03) |
-0.04 (-0.04 - 0.00) |
-0.07 (-0.07 - -0.00) |
-0.04 (-0.05 - -0.00) |
0.16 (0.20 - 0.04) |
0.25 (0.29 - 0.04) |
0.34 (0.40 - 0.06) |
0.22 (0.26 - 0.04) |
checklist-synth-1.0.0-words-in-context-es |
-0.01 (0.00 - 0.01) |
-0.01 (0.00 - 0.01) |
0.00 (0.01 - 0.01) |
0.00 (0.01 - 0.01) |
0.03 (0.00 - -0.03) |
0.04 (-0.01 - -0.05) |
0.06 (-0.01 - -0.07) |
0.04 (-0.00 - -0.05) |
0.00 (-0.02 - -0.03) |
0.01 (0.01 - 0.00) |
-0.00 (-0.00 - -0.00) |
-0.02 (-0.02 - -0.00) |
-0.02 (0.02 - 0.04) |
-0.04 (0.00 - 0.04) |
-0.06 (0.00 - 0.06) |
-0.03 (0.02 - 0.04) |
checklist-synth-1.0.0-words-in-context-fr |
-0.01 (0.00 - 0.01) |
-0.01 (-0.00 - 0.01) |
-0.01 (0.00 - 0.01) |
-0.01 (-0.01 - 0.01) |
0.02 (-0.01 - -0.03) |
0.05 (-0.00 - -0.05) |
0.05 (-0.02 - -0.07) |
0.04 (-0.00 - -0.05) |
0.02 (-0.00 - -0.03) |
0.00 (0.00 - 0.00) |
0.02 (0.02 - -0.00) |
0.01 (0.00 - -0.00) |
-0.03 (0.01 - 0.04) |
-0.04 (0.00 - 0.04) |
-0.06 (-0.00 - 0.06) |
-0.04 (0.00 - 0.04) |
checklist-synth-1.0.0-words-in-context-it |
0.03 (0.04 - 0.01) |
0.01 (0.02 - 0.01) |
0.02 (0.03 - 0.01) |
0.00 (0.01 - 0.01) |
-0.01 (-0.03 - -0.03) |
0.03 (-0.02 - -0.05) |
0.02 (-0.05 - -0.07) |
0.05 (0.01 - -0.05) |
0.01 (-0.02 - -0.03) |
0.00 (0.00 - 0.00) |
0.00 (0.00 - -0.00) |
-0.02 (-0.02 - -0.00) |
-0.03 (0.01 - 0.04) |
-0.04 (0.00 - 0.04) |
-0.05 (0.01 - 0.06) |
-0.03 (0.01 - 0.04) |
checklist-synth-1.0.0-words-in-context-ja |
0.01 (0.02 - 0.01) |
-0.03 (-0.02 - 0.01) |
0.01 (0.02 - 0.01) |
-0.01 (-0.00 - 0.01) |
-0.01 (-0.04 - -0.03) |
0.03 (-0.02 - -0.05) |
0.04 (-0.03 - -0.07) |
0.01 (-0.04 - -0.05) |
0.04 (0.01 - -0.03) |
0.02 (0.02 - 0.00) |
0.01 (0.00 - -0.00) |
0.04 (0.04 - -0.00) |
-0.04 (0.00 - 0.04) |
-0.03 (0.01 - 0.04) |
-0.06 (0.00 - 0.06) |
-0.04 (0.00 - 0.04) |
checklist-synth-1.0.0-words-in-context-pt |
-0.01 (-0.00 - 0.01) |
-0.01 (0.00 - 0.01) |
-0.00 (0.01 - 0.01) |
-0.01 (-0.00 - 0.01) |
0.02 (-0.01 - -0.03) |
0.05 (-0.01 - -0.05) |
0.05 (-0.02 - -0.07) |
0.04 (-0.01 - -0.05) |
-0.04 (-0.06 - -0.03) |
-0.02 (-0.02 - 0.00) |
-0.05 (-0.05 - -0.00) |
0.01 (0.01 - -0.00) |
0.03 (0.07 - 0.04) |
-0.02 (0.02 - 0.04) |
0.00 (0.06 - 0.06) |
-0.04 (0.00 - 0.04) |
checklist-synth-1.0.0-words-in-context-zh |
-0.01 (0.00 - 0.01) |
0.00 (0.01 - 0.01) |
-0.01 (0.00 - 0.01) |
0.01 (0.01 - 0.01) |
0.03 (0.00 - -0.03) |
0.01 (-0.04 - -0.05) |
-0.02 (-0.09 - -0.07) |
-0.02 (-0.07 - -0.05) |
0.02 (-0.00 - -0.03) |
0.03 (0.03 - 0.00) |
0.09 (0.09 - -0.00) |
0.06 (0.06 - -0.00) |
-0.04 (-0.00 - 0.04) |
-0.04 (-0.00 - 0.04) |
-0.06 (0.00 - 0.06) |
-0.04 (0.00 - 0.04) |
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 |
-0.00 |
0.00 |
-0.00 |
-0.00 |
Class Proportion Shift Difference Neutral Sentiment¶
Shift in class proportions for neutral sentiment for specific language - Average of the shift in class proportions for neutral sentiment for all languages. The full expression leading to the test score is displayed in parentheses.
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 |
|
checklist-synth-1.0.0-words-in-context-de |
0.01 (-0.01 - -0.02) |
0.01 (0.00 - -0.01) |
0.01 (-0.00 - -0.01) |
0.01 (0.00 - -0.01) |
0.00 (0.00 - -0.00) |
0.04 (-0.01 - -0.05) |
0.05 (-0.00 - -0.05) |
0.01 (-0.00 - -0.02) |
0.01 (0.09 - 0.07) |
0.01 (0.11 - 0.10) |
-0.07 (0.04 - 0.11) |
0.03 (0.10 - 0.07) |
-0.03 (-0.08 - -0.06) |
-0.06 (-0.10 - -0.04) |
0.02 (-0.03 - -0.05) |
-0.06 (-0.10 - -0.04) |
checklist-synth-1.0.0-words-in-context-en |
0.00 (-0.01 - -0.02) |
-0.04 (-0.05 - -0.01) |
-0.01 (-0.02 - -0.01) |
-0.02 (-0.03 - -0.01) |
-0.16 (-0.16 - -0.00) |
-0.33 (-0.38 - -0.05) |
-0.26 (-0.32 - -0.05) |
-0.26 (-0.28 - -0.02) |
0.29 (0.36 - 0.07) |
0.54 (0.64 - 0.10) |
0.50 (0.61 - 0.11) |
0.43 (0.50 - 0.07) |
-0.13 (-0.19 - -0.06) |
-0.16 (-0.21 - -0.04) |
-0.23 (-0.28 - -0.05) |
-0.15 (-0.19 - -0.04) |
checklist-synth-1.0.0-words-in-context-es |
0.02 (-0.00 - -0.02) |
0.01 (-0.00 - -0.01) |
-0.00 (-0.01 - -0.01) |
0.00 (-0.01 - -0.01) |
-0.01 (-0.01 - -0.00) |
0.04 (-0.01 - -0.05) |
0.02 (-0.04 - -0.05) |
0.01 (-0.00 - -0.02) |
0.04 (0.11 - 0.07) |
-0.09 (0.01 - 0.10) |
-0.06 (0.05 - 0.11) |
-0.04 (0.03 - 0.07) |
-0.05 (-0.10 - -0.06) |
0.04 (0.00 - -0.04) |
0.05 (-0.00 - -0.05) |
0.02 (-0.02 - -0.04) |
checklist-synth-1.0.0-words-in-context-fr |
0.01 (-0.00 - -0.02) |
0.01 (-0.00 - -0.01) |
0.01 (0.00 - -0.01) |
0.01 (0.00 - -0.01) |
-0.00 (-0.00 - -0.00) |
0.04 (-0.01 - -0.05) |
0.03 (-0.02 - -0.05) |
0.01 (-0.01 - -0.02) |
-0.07 (0.00 - 0.07) |
-0.09 (0.01 - 0.10) |
-0.09 (0.02 - 0.11) |
-0.06 (0.01 - 0.07) |
0.06 (0.00 - -0.06) |
0.05 (0.00 - -0.04) |
0.05 (-0.00 - -0.05) |
0.04 (-0.00 - -0.04) |
checklist-synth-1.0.0-words-in-context-it |
-0.06 (-0.08 - -0.02) |
-0.01 (-0.01 - -0.01) |
-0.00 (-0.01 - -0.01) |
0.01 (-0.00 - -0.01) |
0.08 (0.08 - -0.00) |
0.07 (0.02 - -0.05) |
0.04 (-0.01 - -0.05) |
0.04 (0.02 - -0.02) |
-0.09 (-0.02 - 0.07) |
-0.11 (-0.02 - 0.10) |
-0.09 (0.03 - 0.11) |
-0.08 (-0.02 - 0.07) |
0.07 (0.02 - -0.06) |
0.05 (0.01 - -0.04) |
0.04 (-0.01 - -0.05) |
0.04 (-0.00 - -0.04) |
checklist-synth-1.0.0-words-in-context-ja |
0.02 (0.00 - -0.02) |
0.04 (0.03 - -0.01) |
-0.02 (-0.04 - -0.01) |
-0.01 (-0.02 - -0.01) |
-0.00 (-0.00 - -0.00) |
0.02 (-0.03 - -0.05) |
0.05 (-0.00 - -0.05) |
0.10 (0.09 - -0.02) |
-0.06 (0.01 - 0.07) |
-0.08 (0.02 - 0.10) |
-0.07 (0.04 - 0.11) |
-0.14 (-0.08 - 0.07) |
0.04 (-0.01 - -0.06) |
0.02 (-0.02 - -0.04) |
0.04 (-0.01 - -0.05) |
0.05 (0.00 - -0.04) |
checklist-synth-1.0.0-words-in-context-pt |
-0.01 (-0.02 - -0.02) |
0.00 (-0.00 - -0.01) |
0.01 (0.00 - -0.01) |
0.01 (-0.00 - -0.01) |
0.07 (0.07 - -0.00) |
0.04 (-0.01 - -0.05) |
-0.01 (-0.06 - -0.05) |
0.00 (-0.01 - -0.02) |
-0.04 (0.03 - 0.07) |
-0.05 (0.05 - 0.10) |
0.02 (0.13 - 0.11) |
-0.03 (0.04 - 0.07) |
-0.03 (-0.08 - -0.06) |
0.01 (-0.03 - -0.04) |
-0.02 (-0.07 - -0.05) |
0.02 (-0.02 - -0.04) |
checklist-synth-1.0.0-words-in-context-zh |
0.01 (-0.01 - -0.02) |
-0.01 (-0.02 - -0.01) |
0.01 (-0.00 - -0.01) |
-0.02 (-0.03 - -0.01) |
0.02 (0.02 - -0.00) |
0.09 (0.04 - -0.05) |
0.09 (0.03 - -0.05) |
0.09 (0.07 - -0.02) |
-0.08 (-0.00 - 0.07) |
-0.12 (-0.03 - 0.10) |
-0.14 (-0.03 - 0.11) |
-0.11 (-0.04 - 0.07) |
0.05 (-0.00 - -0.06) |
0.05 (0.00 - -0.04) |
0.05 (0.00 - -0.05) |
0.04 (-0.00 - -0.04) |
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 |
-0.00 |
0.00 |
-0.00 |
0.00 |
Class Proportion Shift Difference Positive Sentiment¶
Shift in class proportions for positive sentiment for specific language - Average of the shift in class proportions for positive sentiment for all languages. The full expression leading to the test score is displayed in parentheses.
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 |
|
checklist-synth-1.0.0-words-in-context-de |
0.01 (0.00 - -0.01) |
0.01 (0.00 - -0.01) |
0.01 (0.00 - -0.01) |
0.00 (-0.00 - -0.00) |
-0.03 (-0.00 - 0.03) |
-0.07 (0.01 - 0.08) |
-0.09 (0.00 - 0.10) |
-0.05 (0.00 - 0.06) |
-0.02 (-0.02 - -0.00) |
-0.00 (-0.04 - -0.04) |
0.02 (-0.02 - -0.04) |
0.03 (-0.00 - -0.03) |
0.04 (0.02 - -0.02) |
0.06 (0.03 - -0.03) |
0.06 (0.02 - -0.04) |
0.02 (-0.00 - -0.03) |
checklist-synth-1.0.0-words-in-context-en |
-0.01 (-0.01 - -0.01) |
-0.04 (-0.05 - -0.01) |
-0.01 (-0.02 - -0.01) |
-0.03 (-0.03 - -0.00) |
0.16 (0.19 - 0.03) |
0.41 (0.49 - 0.08) |
0.41 (0.50 - 0.10) |
0.32 (0.38 - 0.06) |
-0.04 (-0.04 - -0.00) |
-0.18 (-0.22 - -0.04) |
-0.13 (-0.17 - -0.04) |
-0.13 (-0.15 - -0.03) |
-0.12 (-0.13 - -0.02) |
-0.19 (-0.22 - -0.03) |
-0.27 (-0.31 - -0.04) |
-0.17 (-0.19 - -0.03) |
checklist-synth-1.0.0-words-in-context-es |
0.00 (-0.00 - -0.01) |
0.01 (-0.00 - -0.01) |
0.00 (-0.01 - -0.01) |
-0.00 (-0.00 - -0.00) |
-0.03 (0.00 - 0.03) |
-0.06 (0.01 - 0.08) |
-0.07 (0.03 - 0.10) |
-0.05 (0.01 - 0.06) |
-0.02 (-0.02 - -0.00) |
0.03 (-0.01 - -0.04) |
0.03 (-0.02 - -0.04) |
0.03 (0.01 - -0.03) |
0.04 (0.02 - -0.02) |
0.02 (-0.00 - -0.03) |
0.04 (0.00 - -0.04) |
0.02 (-0.01 - -0.03) |
checklist-synth-1.0.0-words-in-context-fr |
0.01 (-0.00 - -0.01) |
0.01 (0.00 - -0.01) |
0.01 (0.00 - -0.01) |
0.01 (0.01 - -0.00) |
-0.02 (0.01 - 0.03) |
-0.07 (0.01 - 0.08) |
-0.07 (0.03 - 0.10) |
-0.05 (0.01 - 0.06) |
0.01 (0.00 - -0.00) |
0.04 (-0.00 - -0.04) |
0.02 (-0.03 - -0.04) |
0.02 (-0.01 - -0.03) |
0.01 (-0.01 - -0.02) |
0.02 (-0.00 - -0.03) |
0.04 (0.00 - -0.04) |
0.02 (-0.00 - -0.03) |
checklist-synth-1.0.0-words-in-context-it |
-0.01 (-0.01 - -0.01) |
-0.00 (-0.01 - -0.01) |
-0.02 (-0.03 - -0.01) |
-0.00 (-0.01 - -0.00) |
-0.03 (0.00 - 0.03) |
-0.06 (0.01 - 0.08) |
-0.04 (0.06 - 0.10) |
-0.07 (-0.02 - 0.06) |
0.03 (0.03 - -0.00) |
0.04 (0.00 - -0.04) |
0.03 (-0.02 - -0.04) |
0.06 (0.03 - -0.03) |
0.00 (-0.01 - -0.02) |
0.02 (-0.01 - -0.03) |
0.03 (-0.01 - -0.04) |
0.02 (-0.01 - -0.03) |
checklist-synth-1.0.0-words-in-context-ja |
-0.02 (-0.03 - -0.01) |
0.01 (0.00 - -0.01) |
0.00 (-0.01 - -0.01) |
0.01 (0.01 - -0.00) |
0.02 (0.04 - 0.03) |
-0.04 (0.04 - 0.08) |
-0.06 (0.03 - 0.10) |
-0.05 (0.01 - 0.06) |
-0.02 (-0.02 - -0.00) |
0.01 (-0.03 - -0.04) |
0.02 (-0.02 - -0.04) |
0.01 (-0.01 - -0.03) |
0.02 (0.00 - -0.02) |
0.02 (-0.01 - -0.03) |
0.04 (-0.00 - -0.04) |
0.02 (-0.00 - -0.03) |
checklist-synth-1.0.0-words-in-context-pt |
0.01 (0.01 - -0.01) |
0.01 (-0.00 - -0.01) |
-0.00 (-0.01 - -0.01) |
0.01 (0.00 - -0.00) |
-0.04 (-0.02 - 0.03) |
-0.07 (0.01 - 0.08) |
-0.05 (0.04 - 0.10) |
-0.04 (0.02 - 0.06) |
0.05 (0.05 - -0.00) |
0.04 (0.00 - -0.04) |
0.05 (0.00 - -0.04) |
0.00 (-0.02 - -0.03) |
-0.02 (-0.04 - -0.02) |
0.02 (-0.01 - -0.03) |
0.01 (-0.03 - -0.04) |
0.03 (0.01 - -0.03) |
checklist-synth-1.0.0-words-in-context-zh |
0.01 (-0.00 - -0.01) |
-0.00 (-0.01 - -0.01) |
0.01 (-0.00 - -0.01) |
0.00 (-0.00 - -0.00) |
-0.03 (-0.01 - 0.03) |
-0.05 (0.03 - 0.08) |
-0.02 (0.08 - 0.10) |
-0.01 (0.05 - 0.06) |
0.01 (0.00 - -0.00) |
0.02 (-0.02 - -0.04) |
-0.04 (-0.08 - -0.04) |
-0.02 (-0.04 - -0.03) |
0.02 (0.00 - -0.02) |
0.03 (-0.00 - -0.03) |
0.04 (0.00 - -0.04) |
0.03 (0.00 - -0.03) |
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 |
-0.00 |
0.00 |
-0.00 |
-0.00 |
Visualization¶
w2v2-L-cat |
hubert-L-cat |
wavlm-cat |
data2vec-cat |
|---|---|---|---|
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