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CLEAR slashes harmful completions from 32.3% to just 0.5% while boosting utility performance, redefining the safety-utility balance in LLMs.
Behavioral safety metrics can mask significant latent vulnerabilities, with dissociated models revealing a stark contrast between outward behavior and internal robustness.
