Ark agent plan

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1. 3d
   Seed 2.1 Study Compares Reasoning, Models, and Methodology

   The author ran 216 calls across Seed 2.1 lite and pro, reasoning toggles, and two prompting approaches on nine deep-research questions. Enabling reasoning produced the largest reported accuracy gains at nearly no additional cost, while upgrading from lite to pro improved accuracy but at a substantially higher cost per correct answer; the five-step methodology mainly benefited weaker configurations and evidence conformity. The experiment covers only nine questions, with wide confidence intervals and no p-values surviving Holm correction.

   掘金 · 人工智能 · 🔥 0

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