Academic datasets such conversational assistant developed during as MultiWOZ (Budzianowski et al., 2018) capture the 2021/2022 Alexa Prize TaskBot Challenge slot-value pairs from the user utterances within a (Gemmell et al., 2022). GRILLBot aims to be constrained set of domains enabling data-driven an open research platform for complex tasks and neural models. Andreas et al. (2020) extend this supports flexible graph-based task representations, traditional representation towards semantic parsing contextual semantic parsing, and incorporates image with dataflow graphs while constrained to the domain and video content for clarity and instruction. of events booking in the SMCalFlow dataset.