How Do You Benchmark Bias Against Disability in LLMs?

An overview of AccessEval framework Ableism — discrimination or prejudice against individuals with disabilities. Source : Photo by Zhuo Cheng you on Unsplash Are LLMs more supportive and helpful when a prompt is made in a disability context, or do they get more negative and stereotypical? Does scaling the models automatically improve fairness in a model? How can we even measure such biases? These are some of the questions addressed by Panda et al. in their 2025 paper “ AccessEval: Benchmarking Disability Bias in Large Language Models” on arXiv [1]. Ableism bias in LLMs remains a small area of