New Intent Discovery on StackOverflow (ACC, NMI, ARI)
80.73NMINILC
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| NILCLearning Setting=Semi-Supervised2025.11 | 80.73 | 76.67 | 87.28 | |
| USNIDLearning Setting=Semi-Supervised2025.11 | 80.01 | 74.74 | 85.61 | |
| MTP-CLNNEvaluation Protocol=unsupervised2022.05 | 78.71 | 67.63 | 81.43 | |
| SDCLearning Setting=Semi-Supervised2025.11 | 77.45 | 60.1 | 80.25 | |
| LatentEMLearning Setting=Semi-Supervised2025.11 | 75.46 | 63.3 | 74.3 | |
| LANIDLearning Setting=Semi-Supervised2025.11 | 75.3 | 64.71 | 77.42 | |
| MTP-CLNNLearning Setting=Semi-Supervised2025.11 | 73.88 | 64.04 | 79.68 | |
| DeepAlignedLearning Setting=Semi-Supervised2025.11 | 73.83 | 60.26 | 77.87 | |
| NILCLearning Setting=Unsupervised2025.11 | 72.08 | 64.35 | 76.62 | |
| USNIDLearning Setting=Unsupervised2025.11 | 71.49 | 52.13 | 69.2 | |
| SCCLLearning Setting=Unsupervised2025.11 | 68.69 | 36.97 | 68.28 | |
| KCLLearning Setting=Semi-Supervised2025.11 | 64.84 | 55.86 | 71.06 | |
| MTPEvaluation Protocol=unsupervised2022.05 | 63.85 | 48.71 | 66.18 | |
| MCLLearning Setting=Semi-Supervised2025.11 | 63.24 | 55.97 | 71.31 | |
| DTCLearning Setting=Semi-Supervised2025.11 | 62.64 | 53.32 | 70.36 | |
| SAE-DCNEvaluation Protocol=unsupervised2022.05 | 61.34 | 34.98 | 57.09 | |
| SAE-DECEvaluation Protocol=unsupervised2022.05 | 61.32 | 21.17 | 57.09 | |
| GCDLearning Setting=Semi-Supervised2025.11 | 60.8 | 42.25 | 65.28 | |
| DCNLearning Setting=Unsupervised2025.11 | 60.41 | 37.02 | 60 | |
| DECLearning Setting=Unsupervised2025.11 | 60.26 | 36.92 | 59.93 | |
| CDAC+Learning Setting=Semi-Supervised2025.11 | 55.85 | 41.82 | 62.53 | |
| SAE-KMEvaluation Protocol=unsupervised2022.05 | 48.72 | 23.36 | 37.16 | |
| SAELearning Setting=Unsupervised2025.11 | 46.35 | 29.65 | 51.62 | |
| GloVe-AGEvaluation Protocol=unsupervised2022.05 | 23.45 | 4.85 | 24.48 | |
| GloVe-KMEvaluation Protocol=unsupervised2022.05 | 21.79 | 4.54 | 24.26 | |
| CCLearning Setting=Unsupervised2025.11 | 20.38 | 9.21 | 21.99 | |
| BERT-KMEvaluation Protocol=unsupervised2022.05 | 11.6 | 1.6 | 13.85 |