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Under review as a conference paper at ICLR 2027

PRIOR: PRECEDENT RECORDS INVALIDATE OPERATIVE RULES

Abstract

An agent's past decisions can weaken its adherence to an explicit policy that remains in context. We call this phenomenon precedent erosion. We introduce Ledger, a controlled suite of binary governance decisions with synthetic histories, and measure actions, stated-policy identification and reports of the operative policy. Length-matched controls, sham subtraction and five validity checks address measurement confounds. In the primary low-risk setting, one permissive record after five compliant records yields an action-level sham-subtracted double difference of in Qwen3-4B, while the recovery criterion is first met after five corrective records. Qwen3-14B shows no positive erosion under the same conditions. Violations coexist with correct identification of the stated policy: recognising a rule does not ensure following it. In Qwen3-4B, late-layer precedent shifts align with the activation direction defined by removing the policy sentence. Injecting this direction induces or reverses violations, whereas norm-matched controls do not produce these flips at the tested dose. Controlled post-training experiments on Qwen3-4B-Base produce substantial erosion after response distillation from Qwen3-14B, while token-matched SFT, preference optimisation and self-distillation controls show little or none. Together, these results characterise precedent erosion, establish a causal handle and show that a teacher's resistance to precedent does not guarantee a resistant student.

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