When Helpfulness Overrides Causal Caution: Context-Dependent Suppression and Recovery in LLMs

Large language models (LLMs) are increasingly integrated into decision-support roles in business and policy contexts. While prior benchmark studies have primarily evaluated LLMs’ causal reasoning capabilities, a more fundamental epistemic dimension has been overlooked: Causal Caution, defined as the…

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