Keep the Lineages Alive: Diversity-Preserving SMC for Diffusion LLM Decoding.

arXiv:2610.25932v1 Announce Type: cross Abstract: Inference-time sequential Monte Carlo (SMC) decoding can improve the reasoning accuracy of masked diffusion language models (diffusion LLMs) without post-training by resampling a population of partial generatio