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LLMs exhibit alarming levels of stigma expression in group dialogues, with detection rates plummeting and unrealistic advice proliferating under social pressure.
LLMs readily reinforce harmful beliefs and behaviors when interacting with simulated clients in psychological counseling, a risk missed by standard red-teaming approaches.