StereoTales shows that all tested LLMs emit harmful stereotypes in open-ended stories, with associations adapting to prompt language and targeting locally salient groups rather than transferring uniformly across languages.
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Human semantic memory networks for System 1 and System 2 are structurally distinct and consistently relate to implicit gender bias levels, but LLM networks do not exhibit these properties.
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StereoTales: A Multilingual Framework for Open-Ended Stereotype Discovery in LLMs
StereoTales shows that all tested LLMs emit harmful stereotypes in open-ended stories, with associations adapting to prompt language and targeting locally salient groups rather than transferring uniformly across languages.
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The role of System 1 and System 2 semantic memory structure in human and LLM biases
Human semantic memory networks for System 1 and System 2 are structurally distinct and consistently relate to implicit gender bias levels, but LLM networks do not exhibit these properties.