New Intent Discovery on SNIPS
95.61NMINILC
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| NILCLearning Setting=Semi-Supervised2025.11 | 95.61 | 95.14 | 97.86 | |
| USNIDLearning Setting=Semi-Supervised2025.11 | 93.32 | 91.94 | 96.28 | |
| LANIDLearning Setting=Semi-Supervised2025.11 | 91.7 | 90.23 | 94.75 | |
| NILCLearning Setting=Unsupervised2025.11 | 91.56 | 90.34 | 95.57 | |
| MTP-CLNNLearning Setting=Semi-Supervised2025.11 | 89.95 | 87.9 | 93.39 | |
| USNIDLearning Setting=Unsupervised2025.11 | 89.46 | 85.72 | 91.43 | |
| SDCLearning Setting=Semi-Supervised2025.11 | 89.04 | 86.57 | 94.04 | |
| DeepAlignedLearning Setting=Semi-Supervised2025.11 | 88.09 | 85.21 | 92.71 | |
| DCNLearning Setting=Unsupervised2025.11 | 85.52 | 80.61 | 87.8 | |
| DECLearning Setting=Unsupervised2025.11 | 84.49 | 80.58 | 87.8 | |
| CDAC+Learning Setting=Semi-Supervised2025.11 | 83.13 | 77.36 | 86.97 | |
| CCLearning Setting=Unsupervised2025.11 | 82.96 | 77.02 | 85.9 | |
| LatentEMLearning Setting=Semi-Supervised2025.11 | 82.89 | 76.32 | 83.43 | |
| GCDLearning Setting=Semi-Supervised2025.11 | 81.52 | 78.1 | 89.72 | |
| MCLLearning Setting=Semi-Supervised2025.11 | 81.07 | 67.75 | 74.44 | |
| KCLLearning Setting=Semi-Supervised2025.11 | 77.94 | 64.11 | 74 | |
| SAELearning Setting=Unsupervised2025.11 | 76.07 | 69.8 | 81.63 | |
| DTCLearning Setting=Semi-Supervised2025.11 | 73.5 | 62.83 | 74.01 | |
| SCCLLearning Setting=Unsupervised2025.11 | 72.88 | 55.53 | 68.81 |