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

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.