Existing approaches, when applied to this more realistic scenario, have three problems. Third, to support numerical reasoning, prior work <cite>(Dua et al., 2019)</cite> learns to predict signed numbers for obtaining an arithmetic expression that can be executed by a symbolic system. Nevertheless, the prediction of each signed number is isolated, and the expression's context information has not been considered.