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The "10th Juror": Open-Set Standpoint Screening for Bureaucratic Bias Detection

arXiv:2610.11136v1 Announce Type: new Abstract: Presupposing the boundaries of bias is itself a form of bias. We study closed-loop bias governance for Dutch government documents, where a system must detect biased language, ground decisions in legal and contextual evidence, rewrite problematic sente…

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  1. 2026-10-09 04:00 · arXiv cs.CL
    The "10th Juror": Open-Set Standpoint Screening for Bureaucratic Bias Detection

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