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This work studies whether one-step Lean transitions provide a self-supervised signal for branch ordering and concludes that accurate one-step transition ranking is insufficient as a long-horizon search value.
Standard model merging can collapse safety recognition into broad refusal when safety-relevant task vectors differ substantially in scale, and results show that standard model merging can collapse safety recognition into broad refusal when safety-relevant task vectors differ substantially in scale.
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