**StylisticBias: A Few Human Visual Cues Drive Most Social Biases in MLLMs** >

**StylisticBias: A Few Human Visual Cues Drive Most Social Biases in MLLMs**

> Multimodal large language models (MLLMs) are increasingly deployed in personally and societally consequential settings, yet the visual cues that shape how these models judge people remain poorly understood. Prior work often compares different (groups of) individuals, making it difficult to separate appearance effects from identity differences. We introduce StylisticBias, a controlled benchmark for evaluating attribut...

**来源信息**
- **来源**：HuggingFace Daily Papers（社区热门论文）
- **分类**：论文
- **发布时间**：2026-06-22 08:00（北京时间）
- **原文**：[打开原文](https://huggingface.co/papers/2606.20527)