Text Classification Explanation on IMDB (test)
0.178Delta Acc (Top-1)SHAP
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| SHAPBackbone=LSTM2025.12 | 0.178 | 0.663 | 0.895 | 0.969 | |
| MASEBackbone=LSTM2025.12 | 0.174 | 0.646 | 0.817 | 0.876 | |
| MASE_SparseBackbone=LSTM2025.12 | 0.171 | 0.643 | 0.818 | 0.866 | |
| LIMEBackbone=LSTM2025.12 | 0.071 | 0.113 | 0.175 | 0.214 | |
| MASE SparseBackbone=BERT2025.12 | 0.054 | 0.23 | 0.322 | 0.39 | |
| MASE SparseBackbone=BERT2025.12 | 0.054 | 0.23 | 0.322 | 0.39 | |
| PIBackbone=LSTM2025.12 | 0.053 | 0.103 | 0.153 | 0.191 | |
| MASEBackbone=BERT2025.12 | 0.052 | 0.216 | 0.322 | 0.396 | |
| MASEBackbone=BERT2025.12 | 0.052 | 0.216 | 0.322 | 0.396 | |
| LIMEBackbone=BERT2025.12 | 0.045 | 0.055 | 0.061 | 0.062 | |
| LIMEBackbone=BERT2025.12 | 0.045 | 0.055 | 0.061 | 0.062 | |
| Grad*Backbone=LSTM2025.12 | 0.036 | 0.163 | 0.258 | 0.367 | |
| SHAPBackbone=BERT2025.12 | 0.033 | 0.117 | 0.171 | 0.219 | |
| SHAPBackbone=BERT2025.12 | 0.033 | 0.117 | 0.171 | 0.219 | |
| Grad*Backbone=BERT2025.12 | 0.024 | 0.097 | 0.129 | 0.147 | |
| Grad*Backbone=BERT2025.12 | 0.024 | 0.097 | 0.129 | 0.147 | |
| RandomBackbone=LSTM2025.12 | 0.015 | 0.063 | 0.116 | 0.158 | |
| PIBackbone=BERT2025.12 | 0.009 | 0.032 | 0.047 | 0.05 | |
| PIBackbone=BERT2025.12 | 0.009 | 0.032 | 0.047 | 0.05 | |
| RandomBackbone=BERT2025.12 | 0.007 | 0.023 | 0.039 | 0.047 | |
| RandomBackbone=BERT2025.12 | 0.007 | 0.023 | 0.039 | 0.047 |