Shifts Dataset

该数据集由工业来源和服务收集，包含三个任务，分别对应特定的数据模式：表格天气预测、机器翻译和自动驾驶汽车（SDC）车辆运动预测。所有这些数据模式和任务都受到实际的、“野外”分布变化的影响，并在不确定性估计方面提出了有趣的挑战。

This dataset is collected from industrial sources and services, comprising three tasks corresponding to specific data modalities: tabular weather forecasting, machine translation, and self-driving car (SDC) vehicle motion prediction. All these data modalities and tasks are affected by real-world, "in-the-wild" distribution shifts, and pose intriguing challenges for uncertainty estimation.