Hierarchical Pre-training for Sequence Labelling in Spoken Dialog

Benchmark Model Rank Results
dialogue-act-classification-on-icsi-mrdaPretrained Hierarchical Transformer–Accuracy: 92.4
dialogue-act-classification-on-switchboardPretrained Hierarchical Transformer–Accuracy: 79.2
emotion-recognition-in-conversation-on-dailydialogPretrained Hierarchical Transformer–Micro-F1: 60.14
emotion-recognition-in-conversation-on-iemocapPretrained Hierarchical Transformer–Weighted-F1: 65.37Accuracy: 66.05
emotion-recognition-in-conversation-on-meldPretrained Hierarchical Transformer–Weighted-F1: 61.90