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ClaimA factual claim that rests on inference from other evidence rather than direct observation.constitution →Importance 0.20, from 0 to 1 · settled: uncontested, so low even when much depends on it. Higher-importance claims are worth more to assess, so funding reaches them sooner.constitution →

Changing weight decay from 0.01 to 0 does not noticeably affect backdoor robustness to untargeted training.

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Advice for making robust-to-training model organisms Untraced · nothing upstream recorded
We find that changing weight decay from 0.01 to 0 has no noticeable effect on robustness.

Factors that don't help much, 6; also SOAP optimizer did not replicate its earlier robustness gain except via reduced capability degradation.

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