2025
Multiverse: Your Language Models Secretly Decide How to Parallelize and Merge Generation
NeurIPS 2025spotlight
Autoregressive Large Language Models (AR-LLMs) frequently exhibit implicit parallelism in sequential generation. Inspired by this, we introduce Multiverse, a new generative model enabling natively parallel generation. Multiverse internalizes a MapReduce paradigm, generating automatically through thr…