Considering this strong correlation between the two tasks, some joint models are proposed based on the multi-task learning framework (Zhang and Wang, 2016;Liu and Lane, 2016) and all these models outperform the pipeline models via mutual enhancement between two tasks.
their work just modeled the relationship between intent and slots by sharing parameters.