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shaghayegh/stylistic-bias-dataset

Link to the paper https://arxiv.org/abs/2606.20527 Dataset Description StylisticBias is synthetic controlled benchmark for evaluating fine-grained, attribute-level social bias in multimodal large language models (MLLMs). It addresses a key limitation of prior work: most bias studies compare different individuals or demographic groups, making it impossible to disentangle appearance-driven effects from identity-level variation. StylisticBias keeps identity fixed and… See the full description on the dataset page: https://huggingface.co/datasets/shaghayegh/stylistic-bias-dataset.

Author / organizationshaghayegh
License (as declared)cc-by-4.0
Downloads342 (as reported by Hugging Face)
Likes1
Created9 June 2026
Last updated at source15 October 2026
biasfairnesssocial-biasmultimodalfacevision-languagebenchmarksyntheticsocial-perception
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