Human Annotation

We introduce a theory-grounded, human-annotated benchmark for evaluating mental health stigma across six conditions and 28 stigma categories, showing that LLMs frequently overpredict stigma and that conventional sentiment, toxicity, and hate-speech classifiers are insufficient.

Oct 2, 2026