Then at ICML: that paper plus my second, "Tracing Uncertainty in Language Model 'Reasoning'", as posters at the Foundations of Deep Generative Models workshop. Two posters, a lot of coffee, and the kind of pushback and input you only get in a room like that.
arxiv.org/abs/2605.07776
