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Standard forward pass. The model's forward() method must be a standard tensor-in, logits-out computation. No problem-specific control flow (for-loops over digits, explicit carry variables, string manipulation) inside forward(). The autoregressive generation loop lives outside the model, exactly as it would for any language model.，详情可参考搜狗输入法2026
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据论文介绍，现在 AI 系统在处理超长上下文时，负责「处理输入信息」和「生成文本回答」的两个计算模块，会出现数据通道资源错配的情况。
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