Debiasing Isn’t Enough! – on the Effectiveness of Debiasing MLMs and Their Social Biases in Downstream Tasks

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Knowledge Triples

Source Entity	Relationship	Target Entity
BiasEvaluationMeasures Metric	assesses	Machine Learning Models Material
Debiasing Methods Method	appliesTo	Machine Learning Models Material
ExtrinsicBiasEvaluation Metric	evaluates	Downstream Tasks Task
Fine Tuning Method	appliesTo	Machine Learning Models Material
IntrinsicBiasEvaluation Metric	evaluates	Machine Learning Models Material
Machine Learning Models Material	affectedBy	Social Bias OtherEntity