Conceptual
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Steerability: Why a Model Follows Some Instructions and Not Others

Explain why a model holds some instructions reliably while others fade over a long conversation: an instruction is just text competing with everything else in context, so its phrasing and its distance from the current turn set how strongly it holds, and a model can restate a rule it is failing to follow.