New Intent Discovery on BANKING
90.51NMIMTP-CLNN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MTP-CLNNKCR=75%, LAR=50%2022.05 | 90.51 | 77.55 | 85.18 | |
| MTP-DACKCR=75%, LAR=50%2022.05 | 89.52 | 74.57 | 82.97 | |
| MTPKCR=75%, LAR=50%2022.05 | 88.69 | 72.65 | 81.24 | |
| MTP-CLNNKCR=50%, LAR=50%2022.05 | 88.09 | 71.07 | 80.38 | |
| NILCLearning Setting=Semi-Supervised2025.11 | 87.74 | 71.3 | 81.07 | |
| USNIDLearning Setting=Semi-Supervised2025.11 | 87.67 | 69.93 | 78.52 | |
| MTP-CLNNKCR=75%, LAR=10%2022.05 | 87.52 | 70 | 79.74 | |
| LANIDLearning Setting=Semi-Supervised2025.11 | 87.18 | 68.56 | 76.75 | |
| MTP-DACKCR=50%, LAR=50%2022.05 | 86.78 | 67.23 | 76.48 | |
| IntentGPTLearning Setting=Semi-Supervised2025.11 | 85.94 | 66.66 | 77.21 | |
| MTP-DAC (Comb)KCR=75%, LAR=10%2022.05 | 85.78 | 65.28 | 75.43 | |
| MTP-CLNNKCR=50%, LAR=10%2022.05 | 85.62 | 64.93 | 75.23 | |
| MTP-CLNNKCR=25%, LAR=50%2022.05 | 85.3 | 64.12 | 73.76 | |
| MTPKCR=75%, LAR=10%2022.05 | 85.17 | 64.37 | 74.2 | |
| SDCLearning Setting=Semi-Supervised2025.11 | 85.11 | 66.16 | 77.22 | |
| MTPKCR=50%, LAR=50%2022.05 | 85.03 | 62.97 | 72.63 | |
| DACKCR=75%, LAR=50%2022.05 | 84.78 | 64.25 | 74.09 | |
| MTP-CLNNLearning Setting=Semi-Supervised2025.11 | 84.63 | 64.32 | 75.33 | |
| MTP-CLNNKCR=25%, LAR=10%2022.05 | 84.11 | 61.29 | 71.43 | |
| MTP-DAC (Comb)KCR=50%, LAR=10%2022.05 | 83.43 | 59.78 | 70.42 | |
| MTP-DACKCR=25%, LAR=50%2022.05 | 83.05 | 58.36 | 68.17 | |
| MTPKCR=50%, LAR=10%2022.05 | 82.92 | 58.46 | 68.29 | |
| LatentEMLearning Setting=Semi-Supervised2025.11 | 81.81 | 57.96 | 70.42 | |
| MTP-CLNNEvaluation Protocol=unsupervised2022.05 | 81.8 | 55.75 | 65.9 | |
| BERT-DTCKCR=75%, LAR=50%2022.05 | 81.6 | 58 | 69.47 | |
| MTP-DAC (Comb)KCR=25%, LAR=10%2022.05 | 81.48 | 55.64 | 66.12 | |
| BERT-KCLKCR=75%, LAR=50%2022.05 | 81.23 | 57.94 | 68.33 | |
| BERT-MCLKCR=75%, LAR=50%2022.05 | 80.98 | 57.72 | 68.46 | |
| MTPKCR=25%, LAR=50%2022.05 | 80.94 | 53.44 | 63.68 | |
| MTPKCR=25%, LAR=10%2022.05 | 80 | 51.86 | 62.75 | |
| DACKCR=75%, LAR=10%2022.05 | 79.99 | 54.57 | 65.87 | |
| DACKCR=50%, LAR=50%2022.05 | 79.89 | 54.09 | 65.14 | |
| DeepAlignedLearning Setting=Semi-Supervised2025.11 | 79.12 | 52.46 | 63.73 | |
| CDAC+KCR=75%, LAR=50%2022.05 | 77.76 | 49.59 | 61.48 | |
| NILCLearning Setting=Unsupervised2025.11 | 77.43 | 47.74 | 59.45 | |
| MTPEvaluation Protocol=unsupervised2022.05 | 77.32 | 47.33 | 57.99 | |
| DACKCR=50%, LAR=10%2022.05 | 76.41 | 47.28 | 59.32 | |
| BERT-DTCKCR=50%, LAR=50%2022.05 | 76.32 | 48.04 | 60.35 | |
| CDAC+KCR=50%, LAR=50%2022.05 | 76.15 | 47.01 | 59.31 | |
| USNIDLearning Setting=Unsupervised2025.11 | 75.61 | 43.96 | 55.09 | |
| BERT-DTCKCR=75%, LAR=10%2022.05 | 74.51 | 44.57 | 57.34 | |
| MCLLearning Setting=Semi-Supervised2025.11 | 74.46 | 48.07 | 61.52 | |
| BERT-MCLKCR=75%, LAR=10%2022.05 | 74.41 | 48.08 | 61.57 | |
| DTCLearning Setting=Semi-Supervised2025.11 | 73.98 | 43.95 | 56.11 | |
| DACKCR=25%, LAR=50%2022.05 | 73.89 | 42.84 | 55.01 | |
| KCLLearning Setting=Semi-Supervised2025.11 | 73.07 | 45.49 | 59.27 | |
| BERT-KCLKCR=75%, LAR=10%2022.05 | 72.18 | 44.29 | 58.7 | |
| GCDLearning Setting=Semi-Supervised2025.11 | 71.99 | 42.85 | 56.43 | |
| CDAC+KCR=75%, LAR=10%2022.05 | 71.76 | 40.68 | 53.46 | |
| CDAC+KCR=25%, LAR=50%2022.05 | 71.71 | 39.6 | 53.25 | |
| CDAC+KCR=50%, LAR=10%2022.05 | 70.62 | 38.61 | 51.97 | |
| BERT-KCLKCR=50%, LAR=50%2022.05 | 70.6 | 37.47 | 45.37 | |
| DACKCR=25%, LAR=10%2022.05 | 69.85 | 37.16 | 49.67 | |
| BERT-DTCKCR=50%, LAR=10%2022.05 | 69.68 | 35.98 | 48.87 | |
| BERT-MCLKCR=50%, LAR=50%2022.05 | 69.52 | 37.04 | 45.65 | |
| CDAC+Learning Setting=Semi-Supervised2025.11 | 68.03 | 35.61 | 48.77 | |
| CDAC+KCR=25%, LAR=10%2022.05 | 67.65 | 34.88 | 48.79 | |
| BERT-DTCKCR=25%, LAR=50%2022.05 | 66.66 | 32.47 | 45.03 | |
| SCCLLearning Setting=Unsupervised2025.11 | 63.43 | 26.32 | 39.92 | |
| SAE-DCNEvaluation Protocol=unsupervised2022.05 | 62.94 | 25.69 | 39.36 | |
| SAE-DECEvaluation Protocol=unsupervised2022.05 | 62.92 | 25.68 | 39.35 | |
| BERT-KCLKCR=50%, LAR=10%2022.05 | 62.86 | 30.16 | 40.81 | |
| DECLearning Setting=Unsupervised2025.11 | 62.85 | 25.94 | 38.84 | |
| DCNLearning Setting=Unsupervised2025.11 | 62.81 | 25.92 | 38.83 | |
| BERT-MCLKCR=50%, LAR=10%2022.05 | 62.5 | 29.8 | 42.28 | |
| SAE-KMEvaluation Protocol=unsupervised2022.05 | 60.12 | 24 | 37.38 | |
| SAELearning Setting=Unsupervised2025.11 | 60.01 | 24.17 | 37.94 | |
| BERT-KCLKCR=25%, LAR=50%2022.05 | 56.88 | 19.4 | 23.28 | |
| BERT-DTCKCR=25%, LAR=10%2022.05 | 56.05 | 20.19 | 32.91 | |
| BERT-KCLKCR=25%, LAR=10%2022.05 | 53.85 | 20.07 | 28.79 | |
| GloVe-AGEvaluation Protocol=unsupervised2022.05 | 52.76 | 14.41 | 31.18 | |
| BERT-MCLKCR=25%, LAR=50%2022.05 | 52.34 | 17.3 | 24.82 | |
| BERT-MCLKCR=25%, LAR=10%2022.05 | 49.46 | 15.51 | 24.53 | |
| GloVe-KMEvaluation Protocol=unsupervised2022.05 | 48.75 | 12.74 | 27.92 | |
| CCLearning Setting=Unsupervised2025.11 | 44.64 | 9.73 | 21.21 | |
| BERT-KMEvaluation Protocol=unsupervised2022.05 | 36.38 | 5.38 | 16.27 |