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Text Classification on Amazon Review Polarity (AMZP)

96.7AccuracyDPCNN
94.027294.721195.41596.1089Sep 20, 2019Oct 20, 2020Nov 21, 2021Dec 23, 2022Jan 23, 2024Feb 23, 2025Mar 27, 2026
Updated 7mo ago

Evaluation results

MethodLinks
DPCNN2019.0996.7
DRNN2019.0996.5
ULMFiT (Small data)Training data percentage=10%2019.0996.1
PruneFuseArchitecture=VDCNN, Label Budget (b)=50%, Pruning ratio (p)=0.62026.0395.88
PruneFuseLabel Budget (b)=50%, Pruning ratio (p)=0.6, Architecture=VDCNN2026.0395.88
PruneFuseArchitecture=VDCNN, Label Budget (b)=40%, Pruning ratio (p)=0.52026.0395.87
PruneFuseArchitecture=VDCNN, Label Budget (b)=50%, Pruning ratio (p)=0.52026.0395.87
PruneFuseLabel Budget (b)=40%, Pruning ratio (p)=0.5, Architecture=VDCNN2026.0395.87
PruneFuseLabel Budget (b)=50%, Pruning ratio (p)=0.5, Architecture=VDCNN2026.0395.87
PruneFuseArchitecture=VDCNN, Label Budget (b)=50%, Pruning ratio (p)=0.82026.0395.85
PruneFuseLabel Budget (b)=50%, Pruning ratio (p)=0.8, Architecture=VDCNN2026.0395.85
PruneFuseArchitecture=VDCNN, Label Budget (b)=50%, Pruning ratio (p)=0.72026.0395.84
PruneFuseLabel Budget (b)=50%, Pruning ratio (p)=0.7, Architecture=VDCNN2026.0395.84
PruneFuseArchitecture=VDCNN, Label Budget (b)=40%, Pruning ratio (p)=0.72026.0395.83
PruneFuseLabel Budget (b)=40%, Pruning ratio (p)=0.7, Architecture=VDCNN2026.0395.83
PruneFuseArchitecture=VDCNN, Label Budget (b)=40%, Pruning ratio (p)=0.62026.0395.82
PruneFuseLabel Budget (b)=40%, Pruning ratio (p)=0.6, Architecture=VDCNN2026.0395.82
ULMFIT (Tiny data)Training data percentage=4%2019.0995.8
PruneFuseArchitecture=VDCNN, Label Budget (b)=40%, Pruning ratio (p)=0.82026.0395.79
PruneFuseLabel Budget (b)=40%, Pruning ratio (p)=0.8, Architecture=VDCNN2026.0395.79
Baseline (AL)Architecture=VDCNN, Label Budget (b)=40%2026.0395.73
Baseline (AL)Label Budget (b)=40%, Architecture=VDCNN2026.0395.73
Baseline (AL)Architecture=VDCNN, Label Budget (b)=50%2026.0395.71
PruneFuseArchitecture=VDCNN, Label Budget (b)=30%, Pruning ratio (p)=0.52026.0395.71
PruneFuseArchitecture=VDCNN, Label Budget (b)=30%, Pruning ratio (p)=0.72026.0395.71
Baseline (AL)Label Budget (b)=50%, Architecture=VDCNN2026.0395.71
PruneFuseLabel Budget (b)=30%, Pruning ratio (p)=0.5, Architecture=VDCNN2026.0395.71
PruneFuseLabel Budget (b)=30%, Pruning ratio (p)=0.7, Architecture=VDCNN2026.0395.71
VDCNN2019.0995.7
PruneFuseArchitecture=VDCNN, Label Budget (b)=30%, Pruning ratio (p)=0.62026.0395.69
PruneFuseLabel Budget (b)=30%, Pruning ratio (p)=0.6, Architecture=VDCNN2026.0395.69
PruneFuseArchitecture=VDCNN, Label Budget (b)=30%, Pruning ratio (p)=0.82026.0395.63
PruneFuseLabel Budget (b)=30%, Pruning ratio (p)=0.8, Architecture=VDCNN2026.0395.63
Baseline (AL)Architecture=VDCNN, Label Budget (b)=30%2026.0395.54
Baseline (AL)Label Budget (b)=30%, Architecture=VDCNN2026.0395.54
EXAM2019.0995.5
PruneFuseArchitecture=VDCNN, Label Budget (b)=20%, Pruning ratio (p)=0.52026.0395.45
PruneFuseLabel Budget (b)=20%, Pruning ratio (p)=0.5, Architecture=VDCNN2026.0395.45
PruneFuseArchitecture=VDCNN, Label Budget (b)=20%, Pruning ratio (p)=0.72026.0395.43
PruneFuseLabel Budget (b)=20%, Pruning ratio (p)=0.7, Architecture=VDCNN2026.0395.43
PruneFuseArchitecture=VDCNN, Label Budget (b)=20%, Pruning ratio (p)=0.62026.0395.38
PruneFuseLabel Budget (b)=20%, Pruning ratio (p)=0.6, Architecture=VDCNN2026.0395.38
PruneFuseArchitecture=VDCNN, Label Budget (b)=20%, Pruning ratio (p)=0.82026.0395.37
PruneFuseLabel Budget (b)=20%, Pruning ratio (p)=0.8, Architecture=VDCNN2026.0395.37
WC-Reg2019.0995.1
Baseline (AL)Architecture=VDCNN, Label Budget (b)=20%2026.0395.06
Baseline (AL)Label Budget (b)=20%, Architecture=VDCNN2026.0395.06
PruneFuseArchitecture=VDCNN, Label Budget (b)=10%, Pruning ratio (p)=0.52026.0394.66
PruneFuseLabel Budget (b)=10%, Pruning ratio (p)=0.5, Architecture=VDCNN2026.0394.66
PruneFuseArchitecture=VDCNN, Label Budget (b)=10%, Pruning ratio (p)=0.62026.0394.62
PruneFuseLabel Budget (b)=10%, Pruning ratio (p)=0.6, Architecture=VDCNN2026.0394.62
PruneFuseArchitecture=VDCNN, Label Budget (b)=10%, Pruning ratio (p)=0.72026.0394.47
PruneFuseLabel Budget (b)=10%, Pruning ratio (p)=0.7, Architecture=VDCNN2026.0394.47
PruneFuseArchitecture=VDCNN, Label Budget (b)=10%, Pruning ratio (p)=0.82026.0394.33
PruneFuseLabel Budget (b)=10%, Pruning ratio (p)=0.8, Architecture=VDCNN2026.0394.33
Baseline (AL)Architecture=VDCNN, Label Budget (b)=10%2026.0394.13
Baseline (AL)Label Budget (b)=10%, Architecture=VDCNN2026.0394.13