Sentiment Analysis on IMDB (test) (Specific Accuracy Sampling)
92.98Accuracy (20%S)Supervised GT
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Supervised GTNoise Level=0%2025.04 | 92.98 | 92.98 | 92.98 | 92.98 | 92.98 | 92.98 | |
| NoiseAL2025.04 | 92.78 | 91.71 | 92.78 | 91.73 | 92.76 | 90.23 | |
| ELR2025.04 | 90.81 | 82.67 | 90.64 | 82.9 | 88.42 | 76.42 | |
| ChatGPTZero-shot=true2025.04 | 90.76 | 90.76 | 90.76 | 90.76 | 90.76 | 90.76 | |
| SCE2025.04 | 90.66 | 83.58 | 90.89 | 82.81 | 88.32 | 77.05 | |
| Co-Teaching2025.04 | 90.04 | 84.48 | 89.93 | 84.64 | 88.94 | 77.62 | |
| SelfMix2025.04 | 89.1 | 87.12 | 89.13 | 86.11 | 87.31 | 82.44 | |
| CL2025.04 | 86.85 | 84.66 | 86.74 | 84.39 | 89.08 | 77.99 | |
| DyGen2025.04 | 86.53 | 71.18 | 86.58 | 72.23 | 86.46 | 75.56 | |
| BERT2025.04 | 84.44 | 64.92 | 84.83 | 63.78 | 86.28 | 74.66 |