Text Classification Explanation on Reuters (test)
10.4Delta Acc (Top-1)MASE_Sparse
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MASE_SparseBackbone=LSTM2025.12 | 10.4 | 48.3 | 64.6 | 69.3 | |
| MASEBackbone=LSTM2025.12 | 9.5 | 48.1 | 73.2 | 84.1 | |
| Grad*Backbone=LSTM2025.12 | 8.8 | 19.8 | 26.6 | 32.8 | |
| MASEBackbone=BERT2025.12 | 6.1 | 25.6 | 35.8 | 40.9 | |
| MASEBackbone=BERT2025.12 | 6.1 | 25.6 | 35.8 | 40.9 | |
| MASE SparseBackbone=BERT2025.12 | 5.8 | 25.1 | 36.2 | 40.2 | |
| MASE SparseBackbone=BERT2025.12 | 5.8 | 25.1 | 36.2 | 40.2 | |
| LIMEBackbone=BERT2025.12 | 4.1 | 5.3 | 6.4 | 6.3 | |
| LIMEBackbone=BERT2025.12 | 4.1 | 5.3 | 6.4 | 6.3 | |
| SHAPBackbone=BERT2025.12 | 3 | 22.6 | 28.4 | 35.6 | |
| SHAPBackbone=BERT2025.12 | 3 | 22.6 | 28.4 | 35.6 | |
| SHAPBackbone=LSTM2025.12 | 2.8 | 7.8 | 15 | 22.9 | |
| PIBackbone=BERT2025.12 | 2.6 | 4.9 | 5.6 | 6 | |
| PIBackbone=BERT2025.12 | 2.6 | 4.9 | 5.6 | 6 | |
| RandomBackbone=LSTM2025.12 | 1.8 | 5.1 | 9.9 | 16.3 | |
| PIBackbone=LSTM2025.12 | 1.8 | 6.8 | 11.9 | 15.7 | |
| Grad*Backbone=BERT2025.12 | 1.8 | 6.7 | 7.5 | 8.3 | |
| Grad*Backbone=BERT2025.12 | 1.8 | 6.7 | 7.5 | 8.3 | |
| LIMEBackbone=LSTM2025.12 | 1.6 | 7.3 | 12.3 | 19.2 | |
| RandomBackbone=BERT2025.12 | 1.1 | 2 | 3.4 | 4.9 | |
| RandomBackbone=BERT2025.12 | 1.1 | 2 | 3.4 | 4.9 |