Jailbreak-induced performance loss shrinks as model capability grows, with the strongest models showing almost no degradation on benchmarks.
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LLM research ideation benefits from exposure to diverse mechanisms across domains but does not yet exploit the specific semantic reasons for cross-domain seed retrieval.
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Jailbroken Frontier Models Retain Their Capabilities
Jailbreak-induced performance loss shrinks as model capability grows, with the strongest models showing almost no degradation on benchmarks.
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Read, Grep, and Synthesize: Diagnosing Cross-Domain Seed Exposure for LLM Research Ideation
LLM research ideation benefits from exposure to diverse mechanisms across domains but does not yet exploit the specific semantic reasons for cross-domain seed retrieval.