Multilingual LLMs / Sociocultural evaluation
Beyond Surface Cues: Disentangling Sociocultural Signals in Multilingual LLMs
A human-validated audit of 12 LLMs across English, French, and Chinese, separating surface cues from meaningful sociocultural patterns.