Generalized Category Discovery on CLINC (test)
94.53AccuracyGLEAN
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| GLEANKCR=50%2025.02 | 94.53 | 90.79 | 97.12 | |
| GLEANKCR=25%2025.02 | 91.51 | 87.07 | 96.27 | |
| LoopKCR=50%2025.02 | 90.98 | 85.15 | 95.59 | |
| ALUPKCR=50%2025.02 | 90.53 | 84.84 | 95.97 | |
| GLEANKCR=10%2025.02 | 88.71 | 83.29 | 95.21 | |
| CsePLKCR=50%2025.02 | 88.66 | 83.14 | 95.09 | |
| ALUPKCR=25%2025.02 | 88.4 | 82.44 | 94.84 | |
| GLEANKCR=5%2025.02 | 88.18 | 82.4 | 94.94 | |
| SimGCDKCR=50%2025.02 | 87.24 | 81.65 | 94.83 | |
| USNIDKCR=50%2025.02 | 87.22 | 82.87 | 95.45 | |
| LoopKCR=25%2025.02 | 86.58 | 80.67 | 94.38 | |
| GCDKCR=50%2025.02 | 86.53 | 81.06 | 94.6 | |
| MTP-CLNNKCR=50%2025.02 | 86.18 | 80.17 | 94.3 | |
| CsePLKCR=25%2025.02 | 86.16 | 79.65 | 94.07 | |
| LoopKCR=5%2025.02 | 84.89 | 77.43 | 93.26 | |
| LoopKCR=10%2025.02 | 84.89 | 78.12 | 93.52 | |
| SimGCDKCR=10%2025.02 | 84.71 | 77.08 | 93.27 | |
| SimGCDKCR=25%2025.02 | 84.44 | 77.53 | 93.44 | |
| GCDKCR=5%2025.02 | 83.29 | 76.77 | 93.22 | |
| MTP-CLNNKCR=25%2025.02 | 83.26 | 76.2 | 93.17 | |
| SimGCDKCR=5%2025.02 | 83.24 | 75.89 | 92.79 | |
| USNIDKCR=25%2025.02 | 83.12 | 77.95 | 94.17 | |
| ProbNIDKCR=50%2025.02 | 82.62 | 75.27 | 92.72 | |
| GCDKCR=25%2025.02 | 82.31 | 75.45 | 92.94 | |
| GCDKCR=10%2025.02 | 82.04 | 75.95 | 93.33 | |
| DeepAlignedKCR=50%2025.02 | 80.7 | 72.56 | 91.59 | |
| DeepAlignedKCR=25%2025.02 | 74.07 | 64.63 | 88.97 | |
| ProbNIDKCR=25%2025.02 | 71.56 | 63.25 | 89.21 |