The "10th Juror": Open-Set Standpoint Screening for Bureaucratic Bias Detection
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 sentences when intervention is warranted, and verify…
By Yuchen Miao, Zijun Wang, Chang Han, Yurui Shi, Mingtai Zhang, Siyang XuarXiv - cs.CL (NLP)
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Originally published by arXiv - cs.CL (NLP) on Oct 9, 2026.
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