One-hot flow is claimed to reach 50% on TinyGSM, up from 4%, without self-conditioning

The author says continuous diffusion language models have gone from niche to contender in 2026, but their design recipe remains unsettled. They claim their new work takes one-hot flow from 4% to 50% on TinyGSM without self-conditioning and explores design choices, including how to embed tokens.