Causal Mediation Analysis for Interpreting Neural NLP: The Case of Gender Bias
Table 3: Total effects on Winobias and Winogender, including filtered (Filt.) and unfiltered (Unfilt.) versions.
['[EMPTY]', 'Winobias Dev', 'Winobias Dev', 'Winobias Test', 'Winobias Test', 'Winogender BLS', 'Winogender BLS', 'Winogender Bergsma', 'Winogender Bergsma']
The relationship between model and effect size is relatively consistent across dataset variations (Winobias/Winogender, filtered/unfiltered, Dev/Test, BLS/Bergsma gender statistics), though the magnitudes of the effects may vary between dataset variations.