Breaking Diffusion: Parallel Reasoning with Draft Refinement
Uses one denoiser to revise all tokens in a complete draft in parallel and score the revised draft in context. Repeated refinement keeps the lowest-energy candidate, with experiments on arithmetic, Sudoku and maze solving.
First public: · Added to this list: October 22, 2026
Explore this approach
Alternative generation methods — Change how intermediate steps are generated, revised, or searched—for example, by refining several steps in parallel. Some produce written chains of thought.