Text Classification on Amazon Review Full
65.2AccuracyDPCNN
Evaluation results
| Method | Links | |
|---|---|---|
| DPCNN2019.09 | 65.2 | |
| DRNN2019.09 | 64.4 | |
| ULMFiT (Small data)Training data percentage=20%2019.09 | 64.1 | |
| VDCNN2019.09 | 63 | |
| DC+MFA2019.09 | 63 | |
| ULMFIT (Tiny data)Training data percentage=8%2019.09 | 62.9 | |
| PruneFuseLabel Budget (b)=50%, Pruning ratio (p)=0.7, Architecture=VDCNN2026.03 | 62.85 | |
| PruneFuseLabel Budget (b)=50%, Pruning ratio (p)=0.5, Architecture=VDCNN2026.03 | 62.84 | |
| PruneFuseLabel Budget (b)=50%, Pruning ratio (p)=0.6, Architecture=VDCNN2026.03 | 62.81 | |
| PruneFuseLabel Budget (b)=50%, Pruning ratio (p)=0.8, Architecture=VDCNN2026.03 | 62.77 | |
| PruneFuseLabel Budget (b)=40%, Pruning ratio (p)=0.5, Architecture=VDCNN2026.03 | 62.66 | |
| PruneFuseLabel Budget (b)=40%, Pruning ratio (p)=0.6, Architecture=VDCNN2026.03 | 62.62 | |
| PruneFuseLabel Budget (b)=40%, Pruning ratio (p)=0.7, Architecture=VDCNN2026.03 | 62.48 | |
| PruneFuseLabel Budget (b)=40%, Pruning ratio (p)=0.8, Architecture=VDCNN2026.03 | 62.45 | |
| Baseline (AL)Label Budget (b)=50%, Architecture=VDCNN2026.03 | 62.43 | |
| Baseline (AL)Label Budget (b)=40%, Architecture=VDCNN2026.03 | 62.2 | |
| PruneFuseLabel Budget (b)=30%, Pruning ratio (p)=0.6, Architecture=VDCNN2026.03 | 62.08 | |
| PruneFuseLabel Budget (b)=30%, Pruning ratio (p)=0.5, Architecture=VDCNN2026.03 | 62.02 | |
| PruneFuseLabel Budget (b)=30%, Pruning ratio (p)=0.7, Architecture=VDCNN2026.03 | 61.98 | |
| PruneFuseLabel Budget (b)=30%, Pruning ratio (p)=0.8, Architecture=VDCNN2026.03 | 61.94 | |
| EXAM2019.09 | 61.9 | |
| Baseline (AL)Label Budget (b)=30%, Architecture=VDCNN2026.03 | 61.5 | |
| PruneFuseLabel Budget (b)=20%, Pruning ratio (p)=0.5, Architecture=VDCNN2026.03 | 61.28 | |
| PruneFuseLabel Budget (b)=20%, Pruning ratio (p)=0.6, Architecture=VDCNN2026.03 | 61.14 | |
| PruneFuseLabel Budget (b)=20%, Pruning ratio (p)=0.7, Architecture=VDCNN2026.03 | 61.05 | |
| PruneFuseLabel Budget (b)=20%, Pruning ratio (p)=0.8, Architecture=VDCNN2026.03 | 61.05 | |
| WC-Reg2019.09 | 60.9 | |
| Baseline (AL)Label Budget (b)=20%, Architecture=VDCNN2026.03 | 60.65 | |
| PruneFuseLabel Budget (b)=10%, Pruning ratio (p)=0.5, Architecture=VDCNN2026.03 | 59.45 | |
| PruneFuseLabel Budget (b)=10%, Pruning ratio (p)=0.7, Architecture=VDCNN2026.03 | 59.42 | |
| PruneFuseLabel Budget (b)=10%, Pruning ratio (p)=0.6, Architecture=VDCNN2026.03 | 59.28 | |
| PruneFuseLabel Budget (b)=10%, Pruning ratio (p)=0.8, Architecture=VDCNN2026.03 | 59.24 | |
| Baseline (AL)Label Budget (b)=10%, Architecture=VDCNN2026.03 | 58.46 |