// Hacker Noon · 28 January 2026

Study Finds Simpler Training Improves Reasoning in Diffusion Language Models

A new study finds that diffusion language models reason better when constrained to standard left-to-right generation. By avoiding arbitrary flexibility and using a simple training method called JustGRPO, researchers show that fewer options can expand reasoning capability rather than limit it.

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