Show Your Work: Scratchpads for Intermediate Computation with Language Models

Paired with the chain-of-thought citation in riva2026task, scratchpads exemplify intermediate-token procedures that close the deployment decoding gap without enlarging the frozen separation set. The reference strengthens the corollary that in-context devices are bounded readouts within fixed encodings.