HelpBench evaluates 18 LLMs on 450 privacy/safety questions and finds 82% average quality but 10% of responses score below 65% with inaccurate or harmful advice.
Under- standing help seeking for digital privacy, safety, and security, 2025.http://arxiv.org/ abs/2601.11398
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Analysis of 14,727 security and privacy prompts from WildChat finds commercial LLMs give higher-quality responses than open-weight models but can produce inconsistent answers across repeated queries.
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HelpBench: Assessing the Ability of LLMs to Provide Privacy, Safety, and Security Advice
HelpBench evaluates 18 LLMs on 450 privacy/safety questions and finds 82% average quality but 10% of responses score below 65% with inaccurate or harmful advice.