Siyu Zhu

We present T ^\star , a simple TraceRL-based curriculum for progressive block-size scaling in masked diffusion language models (MDMs).Starting from an AR-initialized small-block MDM, T ^\star gradually increases the block size while re-optimizing the denoising policy at each stage, enabling highe...