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

Hiroshi Okumura

Large language models (LLMs) are increasingly integrated into decision-support roles in business and policy contexts. While prior benchmark studies have primarily evaluated LLMs' c…