#demographic bias
topicdemographic bias
3 papers · 1 filter
cs.CV2026
Hearsay: Vision-Language Medical Diagnoses Without an Image
Siddharth Vohra
The paper shows that large vision‑language models generate specific, demographically biased medical diagnoses even when no image is provided, and that this bias appears in structur…
cs.CL2026
When Synthetic Users Fail: A Cross-Domain Benchmark of LLM-Simulated Human Survey Responses
Zihan Chen, Di Zhu, Lei Nico Zheng
The paper evaluates when large language models can reliably simulate human survey responses, finding systematic failures in individual-level predictions and demographic bias across…
cs.CL2026
The Ghost Annotator: a Framework to Explore Human Label Variation in Content Moderation through Conformal Prediction
Mirko Lai, Alessandra Urbinati, Simona Frenda +2
The paper proposes a framework that uses conformal prediction and collaborative‑filtering style annotator representations to study how large language models agree or disagree with…