Gender bias and factual gender knowledge are severely entangled in language model circuits and neurons, making neuron ablation an unreliable method for debiasing.
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Ad allocation should add constraints against hermeneutical deprivation and distortion to prevent epistemic harms from concentrating in disadvantaged groups.
citing papers explorer
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GKnow: Measuring the Entanglement of Gender Bias and Factual Gender
Gender bias and factual gender knowledge are severely entangled in language model circuits and neurons, making neuron ablation an unreliable method for debiasing.
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Beyond Distributive Justice: Hermeneutical Fairness in Ad Delivery
Ad allocation should add constraints against hermeneutical deprivation and distortion to prevent epistemic harms from concentrating in disadvantaged groups.