Intent Clustering on CLINC full 2019
93.89NMIDeepAligned
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| DeepAlignedSupervision type=Semi-supervised2020.12 | 93.89 | 79.75 | 86.49 | |
| BERT-DTCSupervision type=Semi-supervised2020.12 | 90.54 | 65.02 | 74.15 | |
| BERT-MCLSupervision type=Semi-supervised2020.12 | 87.72 | 59.92 | 69.66 | |
| BERT-KCLSupervision type=Semi-supervised2020.12 | 86.82 | 58.79 | 68.86 | |
| CDAC+Supervision type=Semi-supervised2020.12 | 86.65 | 54.33 | 69.89 | |
| DACSupervision type=Unsupervised2020.12 | 78.4 | 40.49 | 55.94 | |
| DCNSupervision type=Unsupervised2020.12 | 75.66 | 31.15 | 49.29 | |
| DECSupervision type=Unsupervised2020.12 | 74.83 | 27.46 | 46.89 | |
| SAE-KMSupervision type=Unsupervised2020.12 | 73.13 | 29.95 | 46.75 | |
| AGSupervision type=Unsupervised2020.12 | 73.07 | 27.7 | 44.03 | |
| KMSupervision type=Unsupervised2020.12 | 70.89 | 26.86 | 45.06 | |
| PCK-meansSupervision type=Semi-supervised2020.12 | 68.7 | 35.4 | 54.61 | |
| DeepClusterSupervision type=Unsupervised2020.12 | 65.58 | 19.11 | 35.7 |