Parason: Revealing Subtask and Trial Parallelism in LLM Reasoning.

arXiv:2608.24658v2 Announce Type: replace Abstract: Scaling test-time reasoning has substantially improved the problem-solving ability of large language models (LLMs), but standard autoregressive decoding still executes long reasoning traces sequentially, crea