LLMs1 min read
Joint Multi-Stream Diffusion for Efficient One-to-Many Translation
A discrete diffusion framework enables parallel refinement of multiple target languages with sublinear latency scaling. It achieves comparable quality to autoregressive baselines while supporting zero-shot transfer to unseen source languages.
From arXiv cs.CL
