John Winnicki

Do Models Read What They Write? Causal Registers in Scratchpad Reasoning

Benjamin Shih, John Winnicki, Eric Darve

A central hope behind process supervision is that models can expose intermediate variables that matter for their later behavior. For this to help with alignment, a scratchpad must be tied to the computation: when the model writes a state, later steps should compute from that stat…Read more