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TopicsLarge language models Adversarial robustness Safety assurance LLM Safety Training

Durability claims for open-weight LLM safeguards should be limited to well-defined, rigorously examined threat models.

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On Evaluating the Durability of Safeguards for Open-Weight LLMsDec 10, 2024 Untraced · nothing upstream recorded

We draw lessons from the evaluation pitfalls that we identify and suggest future research carefully cabin claims to more constrained, well-defined, and rigorously examined threat models, which can provide more useful and candid assessments to stakeholders.

On Evaluating the Durability of Safeguards for Open-Weight LLMsextraction 0.75

Abstract; the paper's recommendation for how durability of open-weight safeguards should be evaluated and claimed.

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Created by extractor · Nov 11, 2026. Every judgment on this page is accompanied by a reasoning trace.