Yuqiao Xu
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2026
Who Gets Flagged? The Pluralistic Evaluation Gap in AI Content Watermarking
The paper argues that current AI content watermarking benchmarks fail to test for bias across different languages, cultures, and demographics, proposing a new set of evaluation standards to ensure fairness in content provenance.
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cs.CYcs.CLcs.CRRecentApr 15, 2026
Who Gets Flagged? The Pluralistic Evaluation Gap in AI Content Watermarking
Alexander Nemecek, Osama Zafar, Yuqiao Xu, Wenbiao Li +1 more
The paper argues that current AI content watermarking benchmarks fail to test for bias across different languages, cultures, and demographics, proposing a new set of evaluation standards to ensure fai…
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