Text Classification on Amazon Review Polarity (AMZP)
96.7AccuracyDPCNN
Evaluation Results
| Method | Links | |
|---|---|---|
| DPCNN2019.09 | 96.7 | |
| DRNN2019.09 | 96.5 | |
| ULMFiT (Small data)Training data percentage=10%2019.09 | 96.1 | |
| PruneFuseArchitecture=VDCNN, Label Budget (b)=50%, Pruning ratio (p)=0.62026.03 | 95.88 | |
| PruneFuseLabel Budget (b)=50%, Pruning ratio (p)=0.6, Architecture=VDCNN2026.03 | 95.88 | |
| PruneFuseArchitecture=VDCNN, Label Budget (b)=40%, Pruning ratio (p)=0.52026.03 | 95.87 | |
| PruneFuseArchitecture=VDCNN, Label Budget (b)=50%, Pruning ratio (p)=0.52026.03 | 95.87 | |
| PruneFuseLabel Budget (b)=40%, Pruning ratio (p)=0.5, Architecture=VDCNN2026.03 | 95.87 | |
| PruneFuseLabel Budget (b)=50%, Pruning ratio (p)=0.5, Architecture=VDCNN2026.03 | 95.87 | |
| PruneFuseArchitecture=VDCNN, Label Budget (b)=50%, Pruning ratio (p)=0.82026.03 | 95.85 | |
| PruneFuseLabel Budget (b)=50%, Pruning ratio (p)=0.8, Architecture=VDCNN2026.03 | 95.85 | |
| PruneFuseArchitecture=VDCNN, Label Budget (b)=50%, Pruning ratio (p)=0.72026.03 | 95.84 | |
| PruneFuseLabel Budget (b)=50%, Pruning ratio (p)=0.7, Architecture=VDCNN2026.03 | 95.84 | |
| PruneFuseArchitecture=VDCNN, Label Budget (b)=40%, Pruning ratio (p)=0.72026.03 | 95.83 | |
| PruneFuseLabel Budget (b)=40%, Pruning ratio (p)=0.7, Architecture=VDCNN2026.03 | 95.83 | |
| PruneFuseArchitecture=VDCNN, Label Budget (b)=40%, Pruning ratio (p)=0.62026.03 | 95.82 | |
| PruneFuseLabel Budget (b)=40%, Pruning ratio (p)=0.6, Architecture=VDCNN2026.03 | 95.82 | |
| ULMFIT (Tiny data)Training data percentage=4%2019.09 | 95.8 | |
| PruneFuseArchitecture=VDCNN, Label Budget (b)=40%, Pruning ratio (p)=0.82026.03 | 95.79 | |
| PruneFuseLabel Budget (b)=40%, Pruning ratio (p)=0.8, Architecture=VDCNN2026.03 | 95.79 | |
| Baseline (AL)Architecture=VDCNN, Label Budget (b)=40%2026.03 | 95.73 | |
| Baseline (AL)Label Budget (b)=40%, Architecture=VDCNN2026.03 | 95.73 | |
| Baseline (AL)Architecture=VDCNN, Label Budget (b)=50%2026.03 | 95.71 | |
| PruneFuseArchitecture=VDCNN, Label Budget (b)=30%, Pruning ratio (p)=0.52026.03 | 95.71 | |
| PruneFuseArchitecture=VDCNN, Label Budget (b)=30%, Pruning ratio (p)=0.72026.03 | 95.71 | |
| Baseline (AL)Label Budget (b)=50%, Architecture=VDCNN2026.03 | 95.71 | |
| PruneFuseLabel Budget (b)=30%, Pruning ratio (p)=0.5, Architecture=VDCNN2026.03 | 95.71 | |
| PruneFuseLabel Budget (b)=30%, Pruning ratio (p)=0.7, Architecture=VDCNN2026.03 | 95.71 | |
| VDCNN2019.09 | 95.7 | |
| PruneFuseArchitecture=VDCNN, Label Budget (b)=30%, Pruning ratio (p)=0.62026.03 | 95.69 | |
| PruneFuseLabel Budget (b)=30%, Pruning ratio (p)=0.6, Architecture=VDCNN2026.03 | 95.69 | |
| PruneFuseArchitecture=VDCNN, Label Budget (b)=30%, Pruning ratio (p)=0.82026.03 | 95.63 | |
| PruneFuseLabel Budget (b)=30%, Pruning ratio (p)=0.8, Architecture=VDCNN2026.03 | 95.63 | |
| Baseline (AL)Architecture=VDCNN, Label Budget (b)=30%2026.03 | 95.54 | |
| Baseline (AL)Label Budget (b)=30%, Architecture=VDCNN2026.03 | 95.54 | |
| EXAM2019.09 | 95.5 | |
| PruneFuseArchitecture=VDCNN, Label Budget (b)=20%, Pruning ratio (p)=0.52026.03 | 95.45 | |
| PruneFuseLabel Budget (b)=20%, Pruning ratio (p)=0.5, Architecture=VDCNN2026.03 | 95.45 | |
| PruneFuseArchitecture=VDCNN, Label Budget (b)=20%, Pruning ratio (p)=0.72026.03 | 95.43 | |
| PruneFuseLabel Budget (b)=20%, Pruning ratio (p)=0.7, Architecture=VDCNN2026.03 | 95.43 | |
| PruneFuseArchitecture=VDCNN, Label Budget (b)=20%, Pruning ratio (p)=0.62026.03 | 95.38 | |
| PruneFuseLabel Budget (b)=20%, Pruning ratio (p)=0.6, Architecture=VDCNN2026.03 | 95.38 | |
| PruneFuseArchitecture=VDCNN, Label Budget (b)=20%, Pruning ratio (p)=0.82026.03 | 95.37 | |
| PruneFuseLabel Budget (b)=20%, Pruning ratio (p)=0.8, Architecture=VDCNN2026.03 | 95.37 | |
| WC-Reg2019.09 | 95.1 | |
| Baseline (AL)Architecture=VDCNN, Label Budget (b)=20%2026.03 | 95.06 | |
| Baseline (AL)Label Budget (b)=20%, Architecture=VDCNN2026.03 | 95.06 | |
| PruneFuseArchitecture=VDCNN, Label Budget (b)=10%, Pruning ratio (p)=0.52026.03 | 94.66 | |
| PruneFuseLabel Budget (b)=10%, Pruning ratio (p)=0.5, Architecture=VDCNN2026.03 | 94.66 | |
| PruneFuseArchitecture=VDCNN, Label Budget (b)=10%, Pruning ratio (p)=0.62026.03 | 94.62 | |
| PruneFuseLabel Budget (b)=10%, Pruning ratio (p)=0.6, Architecture=VDCNN2026.03 | 94.62 | |
| PruneFuseArchitecture=VDCNN, Label Budget (b)=10%, Pruning ratio (p)=0.72026.03 | 94.47 | |
| PruneFuseLabel Budget (b)=10%, Pruning ratio (p)=0.7, Architecture=VDCNN2026.03 | 94.47 | |
| PruneFuseArchitecture=VDCNN, Label Budget (b)=10%, Pruning ratio (p)=0.82026.03 | 94.33 | |
| PruneFuseLabel Budget (b)=10%, Pruning ratio (p)=0.8, Architecture=VDCNN2026.03 | 94.33 | |
| Baseline (AL)Architecture=VDCNN, Label Budget (b)=10%2026.03 | 94.13 | |
| Baseline (AL)Label Budget (b)=10%, Architecture=VDCNN2026.03 | 94.13 |