Text Classification on Emotions
-0.279Delta AccuracyActivation Range Masking
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Activation Range MaskingModel=BERT, Neurons Selected Percentage=50%2025.02 | -0.279 | — | — | — | — | -0.635 | 0.014 | -0.069 | |
| Neuron MaskingModel=BERT, Neurons Selected Percentage=50%2025.02 | -0.291 | — | — | — | — | -0.633 | 0.013 | -0.265 | |
| Neuron MaskingModel=GPT-2, Neurons Selected Percentage=50%2025.02 | -0.735 | — | — | — | — | -0.738 | -0.103 | -0.103 | |
| Activation Range MaskingModel=GPT-2, Neurons Selected Percentage=50%2025.02 | -0.737 | — | — | — | — | -0.739 | -0.044 | -0.046 | |
| Neuron MaskingModel=Llama, Neurons Selected Percentage=30%2025.02 | -0.795 | — | — | — | — | -0.47 | -0.696 | -0.429 | |
| Activation Range MaskingModel=Llama, Neurons Selected Percentage=30%2025.02 | -0.797 | — | — | — | — | -0.469 | -0.594 | -0.404 | |
| Base ModelModel=BERT2025.02 | — | 89.4 | 0.834 | 91.7 | 0.876 | — | — | — | |
| Base ModelModel=GPT-22025.02 | — | 90.5 | 0.892 | 93 | 0.919 | — | — | — | |
| Base ModelModel=Llama2025.02 | — | 81.5 | 0.472 | 82.3 | 0.477 | — | — | — |