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cs.LG2026
d-OPD: Future-Aware On-Policy Distillation for Block Diffusion Language Models
Ruitao Liu, Qinghao Hu, Song Han
Large language models (LLMs) typically generate text autoregressively (AR), predicting one token at a time. Block diffusion language models (dLLMs) instead generate blocks sequenti…
cs.LG2026
Hide to Guide: Learning via Semantic Masking
Ruitao Liu, Qinghao Hu, Alex Hu +6
Reinforcement learning with verifiable rewards (RLVR) has become a powerful paradigm for improving language models on reasoning-intensive tasks, but its effectiveness is often limi…