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Zijian Zhang

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#small language model Preprint Aug 2026

Parason: Revealing Subtask and Trial Parallelism in LLM Reasoning

Parason is introduced, which reveals and learns both forms of parallelism in LLM reasoning, and identifies Trial Parallelism as the majority of parallelizable reasoning computation, and it becomes increasingly dominant on hard problems.

Zhengyang Zhang, Zijian Zhang, Jiaxuan Gao et al. · 0 citations