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This paper introduces the Customer-Based Multi-task Transformer (CBMT), a model that forecasts revenue by jointly predicting customer acquisition, repeat orders, and average order value. It claims improved forecast accuracy over existing benchmarks and analyzes when coordinated forecasting helps.