How on earth are you going to move the needle on "honesty or effort put forth by an LLM" at the logit-choosing stage, though?

To me that's like inferring that you can keep a GPS system from choosing suboptimal cross-country routes by affixing a camera to the grill of the car with sufficient visibility to examine the next fifty feet of pavement.