Binary Classification on Public Dataset
100AccuracyViT
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| ViTImage=true, Words=false, Factor=false, Risk=false, Sure=false, Cause=No2025.08 | 100 | 100 | 100 | |
| ConViTImage=true, Words=false, Factor=false, Risk=false, Sure=false, Cause=No2025.08 | 100 | 100 | 100 | |
| GlaBoostImage=true, Words=false, Factor=false, Risk=false, Sure=false, Cause=No2025.08 | 99.17 | 98.56 | 98.91 | |
| MambaImage=false, Words=false, Factor=true, Risk=true, Sure=true, Cause=Yes2025.08 | 98.96 | 98.29 | 98.63 | |
| GlaBoostImage=false, Words=false, Factor=true, Risk=true, Sure=true, Cause=Yes2025.08 | 98.73 | 99.01 | 98.83 | |
| CNNImage=true, Words=false, Factor=false, Risk=false, Sure=false, Cause=No2025.08 | 98.37 | 99.01 | 98.69 | |
| GlaBoostImage=true, Words=true, Factor=true, Risk=true, Sure=true, Cause=Yes2025.08 | 98.36 | 98.52 | 98.71 | |
| XGBoostImage=false, Words=false, Factor=true, Risk=true, Sure=true, Cause=Yes2025.08 | 98.22 | 97.86 | 98.04 | |
| RoBERTaImage=false, Words=false, Factor=true, Risk=true, Sure=true, Cause=Yes2025.08 | 98.1 | 98.57 | 98.33 | |
| LlaMA-3.1-70BImage=true, Words=true, Factor=true, Risk=true, Sure=true, Cause=Yes2025.08 | 97.94 | 96.87 | 94.94 | |
| TransformerImage=false, Words=false, Factor=true, Risk=true, Sure=true, Cause=Yes2025.08 | 97.86 | 98.9 | 98.38 | |
| GPT-O3Image=true, Words=true, Factor=true, Risk=true, Sure=true, Cause=Yes2025.08 | 97.82 | 94.74 | 94.35 | |
| BERTImage=false, Words=false, Factor=true, Risk=true, Sure=true, Cause=Yes2025.08 | 97.77 | 98.39 | 98.08 | |
| Bi-LSTMImage=false, Words=false, Factor=true, Risk=true, Sure=true, Cause=Yes2025.08 | 97.74 | 97 | 97.37 | |
| GlaBoostImage=true, Words=true, Factor=true, Risk=true, Sure=false, Cause=Yes2025.08 | 97.52 | 96.83 | 96.13 | |
| LSTMImage=false, Words=false, Factor=true, Risk=true, Sure=true, Cause=Yes2025.08 | 97.44 | 98.34 | 97.89 | |
| LlaMA-3.1-405BImage=true, Words=true, Factor=true, Risk=true, Sure=false, Cause=Yes2025.08 | 97.19 | 97.29 | 97.01 | |
| LlaMA-3.1-70BImage=true, Words=true, Factor=true, Risk=true, Sure=false, Cause=Yes2025.08 | 97.11 | 96.42 | 94.84 | |
| GRUImage=false, Words=false, Factor=true, Risk=true, Sure=true, Cause=Yes2025.08 | 97.08 | 96.9 | 96.99 | |
| ConViT-TransformerImage=true, Words=true, Factor=true, Risk=true, Sure=true, Cause=Yes2025.08 | 97.03 | 97.33 | 97.18 | |
| CNN-BERTImage=true, Words=true, Factor=true, Risk=true, Sure=true, Cause=Yes2025.08 | 97.02 | 96.61 | 96.81 | |
| ConViT-MambaImage=true, Words=true, Factor=true, Risk=true, Sure=true, Cause=Yes2025.08 | 96.97 | 96.48 | 96.72 | |
| CNN-LSTMImage=true, Words=true, Factor=true, Risk=true, Sure=true, Cause=Yes2025.08 | 96.96 | 96.42 | 96.69 | |
| ViT-MambaImage=true, Words=true, Factor=true, Risk=true, Sure=true, Cause=Yes2025.08 | 96.83 | 97.38 | 97.1 | |
| GPT-4OImage=true, Words=true, Factor=true, Risk=true, Sure=false, Cause=Yes2025.08 | 96.77 | 96.44 | 95.77 | |
| Bi-RNNImage=false, Words=false, Factor=true, Risk=true, Sure=true, Cause=Yes2025.08 | 96.72 | 97.84 | 97.28 | |
| DeepSeek-V3Image=true, Words=true, Factor=true, Risk=true, Sure=false, Cause=Yes2025.08 | 96.69 | 97.24 | 96.24 | |
| CNN-TransformerImage=true, Words=true, Factor=true, Risk=true, Sure=true, Cause=Yes2025.08 | 96.56 | 96.81 | 96.68 | |
| LlaMA-3.1-405BImage=true, Words=true, Factor=true, Risk=true, Sure=true, Cause=Yes2025.08 | 96.33 | 95.49 | 96.76 | |
| DeepSeek-V3Image=true, Words=true, Factor=true, Risk=true, Sure=true, Cause=Yes2025.08 | 96.27 | 94.4 | 95.85 | |
| GPT-4OImage=true, Words=true, Factor=true, Risk=true, Sure=true, Cause=Yes2025.08 | 96.13 | 96.02 | 97.65 | |
| GPT-O3Image=true, Words=true, Factor=true, Risk=true, Sure=false, Cause=Yes2025.08 | 96.13 | 95.72 | 96.61 | |
| GlaBoostImage=false, Words=true, Factor=true, Risk=false, Sure=false, Cause=Yes2025.08 | 96 | 95.46 | 95.73 | |
| GlaBoostImage=false, Words=true, Factor=true, Risk=false, Sure=true, Cause=Yes2025.08 | 95.82 | 95.41 | 95.63 | |
| ViT-TransformerImage=true, Words=true, Factor=true, Risk=true, Sure=true, Cause=Yes2025.08 | 95.73 | 96.9 | 96.31 | |
| DeepSeek-R1Image=false, Words=true, Factor=true, Risk=false, Sure=false, Cause=Yes2025.08 | 95.72 | 95.03 | 95.37 | |
| LlaMA-3.1-405BImage=false, Words=true, Factor=true, Risk=false, Sure=false, Cause=Yes2025.08 | 95.63 | 94.8 | 95.21 | |
| RNNImage=false, Words=false, Factor=true, Risk=true, Sure=true, Cause=Yes2025.08 | 95.62 | 96.72 | 96.17 | |
| DeepSeek-R1Image=true, Words=true, Factor=true, Risk=true, Sure=false, Cause=Yes2025.08 | 95.57 | 97.29 | 96.65 | |
| CNN-RNNImage=true, Words=true, Factor=true, Risk=true, Sure=true, Cause=Yes2025.08 | 95.41 | 96.17 | 95.79 | |
| DeepSeek-V3Image=false, Words=true, Factor=true, Risk=false, Sure=true, Cause=Yes2025.08 | 95.12 | 94.86 | 95.01 | |
| GPT-O3Image=false, Words=true, Factor=true, Risk=false, Sure=false, Cause=Yes2025.08 | 95.11 | 94.5 | 94.8 | |
| GPT-4OImage=false, Words=true, Factor=true, Risk=false, Sure=false, Cause=Yes2025.08 | 94.92 | 94.37 | 94.65 | |
| GPT-O3Image=false, Words=true, Factor=true, Risk=false, Sure=true, Cause=Yes2025.08 | 94.76 | 94.35 | 94.59 | |
| LlaMA-3.1-70BImage=false, Words=true, Factor=true, Risk=false, Sure=false, Cause=Yes2025.08 | 94.65 | 93.94 | 94.29 | |
| DeepSeek-V3Image=false, Words=true, Factor=true, Risk=false, Sure=false, Cause=Yes2025.08 | 94.48 | 93.7 | 94.09 | |
| DeepSeek-R1Image=true, Words=true, Factor=true, Risk=true, Sure=true, Cause=Yes2025.08 | 94.38 | 95.26 | 94.72 | |
| DeepSeek-R1Image=false, Words=true, Factor=true, Risk=false, Sure=true, Cause=Yes2025.08 | 94.15 | 94.08 | 94.11 | |
| GPT-4OImage=false, Words=true, Factor=true, Risk=false, Sure=true, Cause=Yes2025.08 | 93.91 | 93.83 | 93.86 | |
| LlaMA-3.1-405BImage=false, Words=true, Factor=true, Risk=false, Sure=true, Cause=Yes2025.08 | 93.52 | 93.3 | 93.38 | |
| LlaMA-3.1-70BImage=false, Words=true, Factor=true, Risk=false, Sure=true, Cause=Yes2025.08 | 93.14 | 93.01 | 93.07 | |
| Random ForestImage=false, Words=false, Factor=true, Risk=true, Sure=true, Cause=Yes2025.08 | 78.93 | 81.77 | 80.3 | |
| Logistic RegressionImage=false, Words=false, Factor=true, Risk=true, Sure=true, Cause=Yes2025.08 | 64.37 | 67.29 | 65.83 | |
| Linear RegressionImage=false, Words=false, Factor=true, Risk=true, Sure=true, Cause=Yes2025.08 | 45.72 | 51.03 | 48.26 |