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News/Vision-Language Models Suppress Female Representations Under Ambiguous Input
arxiv
PublishedSeptember 1, 2026 at 4:00 AM

Vision-Language Models Suppress Female Representations Under Ambiguous Input

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arXiv:2605.31556v2 Announce Type: replace-cross Abstract: Alignment teaches vision-language models (VLMs) to avoid expressing demographic biases, and when gender is clearly visible they largely succeed. Far less is known about ambiguous inputs (a worker in full gear, a figure seen from behind), case

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