For the fusion, the hierarchical fusion framework was used.
information from neighboring utterances, e.g., "And I really enjoyed it" and "The countryside which they showed while going through Ireland was astoundingly beautiful" indicate its positive context and help our contextual model to classify the target utterance correctly.