The Confidence Shortcut: A Reasoning Failure Mode of Masked Diffusion Models

Dueun Kim, Albert No

Masked diffusion language models (MDMs) uniquely support any-order generation, with confidence-based decoding currently serving as the de facto standard inference policy. To optimi…