这意味着在推理阶段，用户只需要提供问题描述，不需要任何关于简化规则的额外提示，模型就能自动生成既正确又简洁的代码。特别值得注意的是：ShortCoder的pass@100得分（0.967）超越了当前最先进的DeepSeek-Coder-6… ...

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在人工智能文本生成的领域中，扩散模型和自回归模型一直被视为两大技术流派。自回归模型如同传统写作，遵循从左到右的线性生成方式，而扩散模型则试图突破这一限制，理论上可以同时处理全局信息。然而，实际应用中，扩散模型常因位置偏差问题导致生成质量的不稳定，这一矛盾成为制约技术突破的关键瓶颈。

在人工智能文本生成领域，扩散模型与自回归模型长期形成两大技术流派。自回归模型如同传统写作，严格遵循从左到右的线性生成方式，而扩散模型则突破这一限制，理论上可同时处理全局信息。然而实际应用中，扩散模型常因位置偏差问题导致生成质量不稳定，这一矛盾成为制约 ...

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