Task: Question Answering
Input (English):  To compensate for the exclusion of slot-specific parameters, we incorporate better feature representation of user utterance and dialogue states using syntactic information and convolutional neural networks (CNN). 
 Question: What network architecture do they use for SIM?
Output (English): convolutional neural networks (CNN)