Generalized Category Discovery on StackOverflow (test)
89.4AccuracyGLEAN
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| GLEANKCR=50%2025.02 | 89.4 | 78.92 | 85.04 | |
| ALUPKCR=50%2025.02 | 86.7 | 73.85 | 81.45 | |
| LoopKCR=50%2025.02 | 85.9 | 72.45 | 80.56 | |
| CsePLKCR=50%2025.02 | 85.68 | 71.99 | 80.28 | |
| GCDKCR=50%2025.02 | 85.6 | 72.2 | 80.12 | |
| GLEANKCR=25%2025.02 | 84.1 | 71.01 | 80.9 | |
| GLEANKCR=10%2025.02 | 82.4 | 62.81 | 79.67 | |
| ALUPKCR=25%2025.02 | 82.2 | 64.54 | 76.58 | |
| LoopKCR=25%2025.02 | 82.2 | 66.29 | 79.1 | |
| USNIDKCR=50%2025.02 | 82.06 | 71.63 | 78.77 | |
| SimGCDKCR=50%2025.02 | 82 | 70.67 | 80.44 | |
| GCDKCR=25%2025.02 | 81.6 | 65.9 | 78.76 | |
| LoopKCR=10%2025.02 | 80.5 | 62.97 | 75.98 | |
| MTP-CLNNKCR=50%2025.02 | 80.36 | 62.24 | 76.66 | |
| SimGCDKCR=25%2025.02 | 79.8 | 65.19 | 79.09 | |
| CsePLKCR=25%2025.02 | 79.47 | 64.92 | 74.88 | |
| SimGCDKCR=10%2025.02 | 77.1 | 57.7 | 72.3 | |
| USNIDKCR=25%2025.02 | 75.76 | 65.45 | 74.91 | |
| GCDKCR=10%2025.02 | 75.4 | 56.01 | 72.66 | |
| MTP-CLNNKCR=25%2025.02 | 74.7 | 54.8 | 73.35 | |
| DeepAlignedKCR=50%2025.02 | 74.52 | 57.62 | 68.28 | |
| ProbNIDKCR=50%2025.02 | 73.2 | 62.46 | 74.54 | |
| DeepAlignedKCR=25%2025.02 | 54.5 | 37.96 | 50.86 | |
| ProbNIDKCR=25%2025.02 | 54.1 | 38.1 | 53.7 | |
| GLEANKCR=5%2025.02 | 22.3 | 8.32 | 21.25 | |
| LoopKCR=5%2025.02 | 18.8 | 5.76 | 17.54 | |
| SimGCDKCR=5%2025.02 | 18.5 | 6.49 | 17.91 | |
| GCDKCR=5%2025.02 | 17 | 3.42 | 14.57 |