SE   Overall, on both benchmark data and Alexa data, our architectures with group encoders show better results than others.
the serial architecture with highway connections achieves the best mean Slot F1 of 94.8 and 97.2 on Snipsmusic and Snips-location respectively and median Slot F1 of 81.99 on the Alexa dataset.