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SO-Arena evaluation system one model capability spectrum and reliability

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SO-Arena evaluates system one model through 11 domains and 5 capability families, finding differences in scalability and reasoning gain, and high overall accuracy does not guarantee reliable decision-making. This benchmark assesses the capability spectrum through reliable sources and manual verification, domain-specific difficulty standards, and iterative execution of actions in a sandbox; it evaluates decision reliability through decision stability under option set changes and answer identification when there are no valid options. 21 model evaluations show differences in scalability and reasoning gain across domains, and the best system one model ranks only seventh in reliability.

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13 Nov
  1. Hugging Face Daily Papers
    SO-Arena evaluates the capability spectrum and reliability of a model

    SO-Arena evaluates system one model through 11 domains and 5 capability families, finding differences in scalability and reasoning gain, and high overall accuracy does not guarantee reliable decision-making. This benchmark assesses the capability spectrum through reliable sources and manual verification, domain-specific difficulty standards, and iterative execution of actions in a sandbox; it evaluates decision reliability through decision stability under option set changes and answer identification when there are no valid options. 21 model evaluations show differences in scalability and reasoning gain across domains, and the best system one model ranks only seventh in reliability.

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