New Intent Discovery on DBPedia (NMI, ARI, ACC)
91.46NMILatentEM
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| LatentEMLearning Setting=Semi-Supervised2025.11 | 91.46 | 83.4 | 87 | |
| NILCLearning Setting=Semi-Supervised2025.11 | 89.99 | 84.88 | 92 | |
| USNIDLearning Setting=Semi-Supervised2025.11 | 86.29 | 76.79 | 85.4 | |
| LANIDLearning Setting=Semi-Supervised2025.11 | 85.38 | 74.72 | 83.87 | |
| DeepAlignedLearning Setting=Semi-Supervised2025.11 | 84.34 | 69.99 | 78.86 | |
| CDAC+Learning Setting=Semi-Supervised2025.11 | 80.23 | 65.38 | 75.34 | |
| MTP-CLNNLearning Setting=Semi-Supervised2025.11 | 80.17 | 67.13 | 78.14 | |
| SDCLearning Setting=Semi-Supervised2025.11 | 80.03 | 67.41 | 81.53 | |
| MCLLearning Setting=Semi-Supervised2025.11 | 79.94 | 64.22 | 72.73 | |
| GCDLearning Setting=Semi-Supervised2025.11 | 79.36 | 64.81 | 76.63 | |
| KCLLearning Setting=Semi-Supervised2025.11 | 78.78 | 61.63 | 69.13 | |
| NILCLearning Setting=Unsupervised2025.11 | 78.21 | 65.61 | 73.43 | |
| DTCLearning Setting=Semi-Supervised2025.11 | 77.72 | 58.98 | 68.14 | |
| SCCLLearning Setting=Unsupervised2025.11 | 77.02 | 59.29 | 67.57 | |
| USNIDLearning Setting=Unsupervised2025.11 | 75.15 | 58.9 | 68.06 | |
| DCNLearning Setting=Unsupervised2025.11 | 74.57 | 59.89 | 70.76 | |
| DECLearning Setting=Unsupervised2025.11 | 74.54 | 59.87 | 70.74 | |
| CCLearning Setting=Unsupervised2025.11 | 71.56 | 53.29 | 66.79 | |
| SAELearning Setting=Unsupervised2025.11 | 71.34 | 57.57 | 70.07 |