New Intent Discovery on M-CID
85.78NMIMTP-CLNN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MTP-CLNNKCR=75%, LAR=50%2022.05 | 85.78 | 77.4 | 87.74 | |
| MTP-DACKCR=75%, LAR=50%2022.05 | 84.89 | 75.84 | 86.59 | |
| MTP-CLNNKCR=75%, LAR=10%2022.05 | 83.75 | 73.22 | 84.36 | |
| MTPKCR=75%, LAR=50%2022.05 | 83.53 | 73.45 | 83.87 | |
| NILCLearning Setting=Semi-Supervised2025.11 | 83.42 | 73.2 | 85.1 | |
| LANIDLearning Setting=Semi-Supervised2025.11 | 82.53 | 69.84 | 81.09 | |
| MTP-CLNNKCR=50%, LAR=50%2022.05 | 82.46 | 71.21 | 82.75 | |
| MTP-DACKCR=50%, LAR=50%2022.05 | 81.42 | 69.36 | 81.98 | |
| MTPKCR=75%, LAR=10%2022.05 | 80.95 | 69.27 | 80.92 | |
| MTP-DAC (Comb)KCR=75%, LAR=10%2022.05 | 80.94 | 68.27 | 80.89 | |
| MTP-CLNNKCR=25%, LAR=50%2022.05 | 80.61 | 67.31 | 79.34 | |
| MTP-CLNNKCR=25%, LAR=10%2022.05 | 80.24 | 66.77 | 79.2 | |
| MTP-CLNNEvaluation Protocol=unsupervised2022.05 | 79.95 | 66.71 | 79.14 | |
| MTP-CLNNKCR=50%, LAR=10%2022.05 | 79.48 | 65.71 | 77.85 | |
| USNIDLearning Setting=Semi-Supervised2025.11 | 79.04 | 66.53 | 78.83 | |
| MTPKCR=50%, LAR=50%2022.05 | 78.53 | 63.93 | 76.5 | |
| MTP-DACKCR=25%, LAR=50%2022.05 | 78.36 | 64.33 | 77.36 | |
| MTP-DAC (Comb)KCR=50%, LAR=10%2022.05 | 78.17 | 63.41 | 77.68 | |
| MTP-DAC (Comb)KCR=25%, LAR=10%2022.05 | 77.79 | 62.88 | 77.02 | |
| DACKCR=75%, LAR=50%2022.05 | 77.37 | 63.84 | 77.05 | |
| MTP-CLNNLearning Setting=Semi-Supervised2025.11 | 76.76 | 63.29 | 78.08 | |
| MTPKCR=25%, LAR=50%2022.05 | 73.77 | 55.37 | 69 | |
| MTPKCR=25%, LAR=10%2022.05 | 72.4 | 53.04 | 68.94 | |
| MTPKCR=50%, LAR=10%2022.05 | 72.4 | 53.04 | 68.94 | |
| MTPEvaluation Protocol=unsupervised2022.05 | 72.4 | 53.04 | 68.94 | |
| NILCLearning Setting=Unsupervised2025.11 | 71.87 | 52.36 | 68.77 | |
| DACKCR=75%, LAR=10%2022.05 | 71.41 | 54.22 | 69.11 | |
| BERT-DTCKCR=75%, LAR=50%2022.05 | 69.57 | 51.19 | 66.39 | |
| BERT-KCLKCR=75%, LAR=50%2022.05 | 68.46 | 50.21 | 64.67 | |
| LatentEMLearning Setting=Semi-Supervised2025.11 | 68.4 | 48.12 | 63.61 | |
| DACKCR=50%, LAR=50%2022.05 | 68.21 | 49.59 | 63.84 | |
| CDAC+KCR=75%, LAR=50%2022.05 | 65.72 | 39.95 | 63.87 | |
| USNIDLearning Setting=Unsupervised2025.11 | 64.65 | 41.51 | 57.39 | |
| BERT-MCLKCR=75%, LAR=50%2022.05 | 64.09 | 45.82 | 63.21 | |
| DACKCR=50%, LAR=10%2022.05 | 63.27 | 43.52 | 57.19 | |
| BERT-DTCKCR=75%, LAR=10%2022.05 | 60.82 | 38.62 | 55.42 | |
| GCDLearning Setting=Semi-Supervised2025.11 | 60.71 | 40.8 | 58.71 | |
| BERT-DTCKCR=50%, LAR=50%2022.05 | 57.62 | 35.66 | 50.4 | |
| CCLearning Setting=Unsupervised2025.11 | 55.75 | 33.08 | 50.29 | |
| CDAC+Learning Setting=Semi-Supervised2025.11 | 55.64 | 32.97 | 52.92 | |
| MCLLearning Setting=Semi-Supervised2025.11 | 55.25 | 35.06 | 53.44 | |
| SCCLLearning Setting=Unsupervised2025.11 | 55.18 | 30.05 | 48.71 | |
| CDAC+KCR=75%, LAR=10%2022.05 | 55.06 | 32.52 | 53.7 | |
| BERT-KCLKCR=75%, LAR=10%2022.05 | 54.22 | 34.6 | 52.15 | |
| BERT-KCLKCR=50%, LAR=50%2022.05 | 53.88 | 32.02 | 44.76 | |
| DACKCR=25%, LAR=50%2022.05 | 53.72 | 31.36 | 47.36 | |
| BERT-DTCKCR=50%, LAR=10%2022.05 | 51.9 | 28.94 | 44.7 | |
| CDAC+KCR=50%, LAR=50%2022.05 | 51.58 | 28.96 | 48.08 | |
| BERT-MCLKCR=75%, LAR=10%2022.05 | 51.33 | 31.22 | 50.77 | |
| GloVe-AGEvaluation Protocol=unsupervised2022.05 | 51.23 | 32.57 | 42.35 | |
| DECLearning Setting=Unsupervised2025.11 | 51.09 | 44.64 | 53.73 | |
| DCNLearning Setting=Unsupervised2025.11 | 51.09 | 44.64 | 53.73 | |
| SAE-KMEvaluation Protocol=unsupervised2022.05 | 51.03 | 43.51 | 52.95 | |
| SAE-DECEvaluation Protocol=unsupervised2022.05 | 50.69 | 44.52 | 53.07 | |
| SAE-DCNEvaluation Protocol=unsupervised2022.05 | 50.69 | 44.52 | 53.07 | |
| SAELearning Setting=Unsupervised2025.11 | 50.49 | 43.61 | 53.07 | |
| CDAC+KCR=50%, LAR=10%2022.05 | 50.47 | 26.01 | 46.65 | |
| DACKCR=25%, LAR=10%2022.05 | 49.83 | 27.21 | 43.72 | |
| BERT-MCLKCR=50%, LAR=50%2022.05 | 48.66 | 28.38 | 45.67 | |
| DeepAlignedLearning Setting=Semi-Supervised2025.11 | 48.34 | 23.28 | 41.26 | |
| SDCLearning Setting=Semi-Supervised2025.11 | 46.69 | 22.13 | 41.52 | |
| GloVe-KMEvaluation Protocol=unsupervised2022.05 | 46.4 | 35.57 | 46.99 | |
| KCLLearning Setting=Semi-Supervised2025.11 | 44.1 | 22.29 | 40.92 | |
| CDAC+KCR=25%, LAR=10%2022.05 | 43.89 | 19.65 | 39.37 | |
| BERT-KCLKCR=50%, LAR=10%2022.05 | 42.48 | 22.83 | 38.11 | |
| BERT-MCLKCR=50%, LAR=10%2022.05 | 41.5 | 21.46 | 37.99 | |
| BERT-DTCKCR=25%, LAR=50%2022.05 | 40.52 | 17.49 | 32.21 | |
| BERT-KMEvaluation Protocol=unsupervised2022.05 | 37.37 | 14.02 | 33.81 | |
| BERT-DTCKCR=25%, LAR=10%2022.05 | 36 | 13.64 | 27.51 | |
| DTCLearning Setting=Semi-Supervised2025.11 | 33.78 | 11.43 | 29.8 | |
| CDAC+KCR=25%, LAR=50%2022.05 | 32.22 | 12.98 | 30.49 | |
| BERT-KCLKCR=25%, LAR=50%2022.05 | 31.81 | 11.13 | 23.18 | |
| BERT-MCLKCR=25%, LAR=50%2022.05 | 31.28 | 11.69 | 26.79 | |
| BERT-MCLKCR=25%, LAR=10%2022.05 | 31.16 | 11.3 | 26.13 | |
| BERT-KCLKCR=25%, LAR=10%2022.05 | 29.35 | 11.58 | 24.76 |