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.
2. 情绪经济与细分兴趣IP： 围绕宠物健康、治愈系内容、潮玩收藏或特定亚文化社群（如谷子经济、演艺经济）进行精细化运营，满足消费者日益具体的情绪价值需求 [4, 15, 54]。
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仲裁机构应当加强对组成人员、工作人员及仲裁员的监督，对其在仲裁活动中的违法违纪行为及时依法调查处理；需要追究法律责任的，及时移送有关机关予以处理。