Text Classification on Amazon Review Full (test)
62.85AccuracyPruneFuse
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PruneFuseLabel Budget (b)=50%, Backbone=VDCNN, pruning ratio (p)=0.72026.03 | 62.85 | — | |
| PruneFuseLabel Budget (b)=50%, Backbone=VDCNN, pruning ratio (p)=0.52026.03 | 62.84 | — | |
| PruneFuseLabel Budget (b)=50%, Backbone=VDCNN, pruning ratio (p)=0.62026.03 | 62.81 | — | |
| PruneFuseLabel Budget (b)=50%, Backbone=VDCNN, pruning ratio (p)=0.82026.03 | 62.77 | — | |
| PruneFuseLabel Budget (b)=40%, Backbone=VDCNN, pruning ratio (p)=0.52026.03 | 62.66 | — | |
| PruneFuseLabel Budget (b)=40%, Backbone=VDCNN, pruning ratio (p)=0.62026.03 | 62.62 | — | |
| PruneFuseLabel Budget (b)=40%, Backbone=VDCNN, pruning ratio (p)=0.72026.03 | 62.48 | — | |
| PruneFuseLabel Budget (b)=40%, Backbone=VDCNN, pruning ratio (p)=0.82026.03 | 62.45 | — | |
| Baseline (AL)Label Budget (b)=50%, Backbone=VDCNN2026.03 | 62.43 | — | |
| Baseline (AL)Label Budget (b)=40%, Backbone=VDCNN2026.03 | 62.2 | — | |
| PruneFuseLabel Budget (b)=30%, Backbone=VDCNN, pruning ratio (p)=0.62026.03 | 62.08 | — | |
| PruneFuseLabel Budget (b)=30%, Backbone=VDCNN, pruning ratio (p)=0.52026.03 | 62.02 | — | |
| PruneFuseLabel Budget (b)=30%, Backbone=VDCNN, pruning ratio (p)=0.72026.03 | 61.98 | — | |
| PruneFuseLabel Budget (b)=30%, Backbone=VDCNN, pruning ratio (p)=0.82026.03 | 61.94 | — | |
| Baseline (AL)Label Budget (b)=30%, Backbone=VDCNN2026.03 | 61.5 | — | |
| PruneFuseLabel Budget (b)=20%, Backbone=VDCNN, pruning ratio (p)=0.52026.03 | 61.28 | — | |
| PruneFuseLabel Budget (b)=20%, Backbone=VDCNN, pruning ratio (p)=0.62026.03 | 61.14 | — | |
| PruneFuseLabel Budget (b)=20%, Backbone=VDCNN, pruning ratio (p)=0.72026.03 | 61.05 | — | |
| PruneFuseLabel Budget (b)=20%, Backbone=VDCNN, pruning ratio (p)=0.82026.03 | 61.05 | — | |
| Baseline (AL)Label Budget (b)=20%, Backbone=VDCNN2026.03 | 60.65 | — | |
| PruneFuseLabel Budget (b)=10%, Backbone=VDCNN, pruning ratio (p)=0.52026.03 | 59.45 | — | |
| PruneFuseLabel Budget (b)=10%, Backbone=VDCNN, pruning ratio (p)=0.72026.03 | 59.42 | — | |
| PruneFuseLabel Budget (b)=10%, Backbone=VDCNN, pruning ratio (p)=0.62026.03 | 59.28 | — | |
| PruneFuseLabel Budget (b)=10%, Backbone=VDCNN, pruning ratio (p)=0.82026.03 | 59.24 | — | |
| Baseline (AL)Label Budget (b)=10%, Backbone=VDCNN2026.03 | 58.46 | — | |
| VDCNNDepth=9, Pooling=Convolution2016.06 | — | 38.52 | |
| VDCNNDepth=9, Pooling=KMaxPooling2016.06 | — | 39.19 | |
| VDCNNDepth=9, Pooling=MaxPooling2016.06 | — | 37.95 | |
| VDCNNDepth=17, Pooling=Convolution2016.06 | — | 37.5 | |
| VDCNNDepth=17, Pooling=KMaxPooling2016.06 | — | 38.81 | |
| VDCNNDepth=17, Pooling=MaxPooling2016.06 | — | 37.39 | |
| VDCNNDepth=29, Pooling=Convolution2016.06 | — | 37.58 | |
| VDCNNDepth=29, Pooling=KMaxPooling2016.06 | — | 38.39 | |
| VDCNNDepth=29, Pooling=MaxPooling2016.06 | — | 37 |