Text Classification on FCDL18
82.8Task AccuracyDIFFPRUN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DIFFPRUNBackbone=BERT-Mini, Mitigation Strategy=Adversarial2022.05 | 82.8 | 92.6 | |
| DIFFPRUNBackbone=BERT-Mini, Mitigation Strategy=MI Reduction2022.05 | 82.8 | 92.6 | |
| DIFFPRUN-DEBIASBackbone=BERT-Mini, Mitigation Strategy=MI Reduction2022.05 | 82.5 | 91.9 | |
| DIFFPRUN-DEBIASBackbone=BERT-Mini, Mitigation Strategy=Adversarial2022.05 | 82.3 | 65.8 | |
| MODDIFFY-POSTBackbone=BERT-Mini, Mitigation Strategy=MI Reduction2022.05 | 82.3 | 89.3 | |
| FINETUNEBackbone=BERT-Mini, Mitigation Strategy=Adversarial2022.05 | 82.1 | 90.3 | |
| FINETUNEBackbone=BERT-Mini, Mitigation Strategy=MI Reduction2022.05 | 82.1 | 90.3 | |
| FINETUNEBackbone=BERT-Base, Bias Mitigation Approach=Adversarial2022.05 | 82 | 93 | |
| FINETUNEBackbone=BERT-Base, Bias Mitigation Approach=MI Reduction2022.05 | 82 | 93 | |
| ADAPTERBackbone=BERT-Mini, Mitigation Strategy=Adversarial2022.05 | 81.9 | 79.2 | |
| ADAPTERBackbone=BERT-Mini, Mitigation Strategy=MI Reduction2022.05 | 81.9 | 79.2 | |
| FINETUNE-DEBIASBackbone=BERT-Base, Bias Mitigation Approach=Adversarial2022.05 | 81.9 | 84.5 | |
| ADAPTER-DEBIASBackbone=BERT-Mini, Mitigation Strategy=MI Reduction2022.05 | 81.8 | 78.5 | |
| MODDIFFY-POSTBackbone=BERT-Mini, Mitigation Strategy=Adversarial2022.05 | 81.6 | 69.7 | |
| FINETUNE-DEBIASBackbone=BERT-Base, Bias Mitigation Approach=MI Reduction2022.05 | 81.6 | 87.3 | |
| DIFFPRUN-DEBIASBackbone=BERT-Base, Bias Mitigation Approach=Adversarial2022.05 | 81.6 | 66.8 | |
| DIFFPRUNBackbone=BERT-Base, Bias Mitigation Approach=Adversarial2022.05 | 81.3 | 93.2 | |
| DIFFPRUNBackbone=BERT-Base, Bias Mitigation Approach=MI Reduction2022.05 | 81.3 | 93.2 | |
| DIFFPRUN-DEBIASBackbone=BERT-Base, Bias Mitigation Approach=MI Reduction2022.05 | 81.3 | 91.8 | |
| MODDIFFY-POSTBackbone=BERT-Base, Bias Mitigation Approach=Adversarial2022.05 | 81.3 | 66 | |
| MODDIFFY-PARBackbone=BERT-Base, Bias Mitigation Approach=MI Reduction2022.05 | 81.3 | 85.5 | |
| MODDIFFY-POSTBackbone=BERT-Base, Bias Mitigation Approach=MI Reduction2022.05 | 81.2 | 91.1 | |
| MODDIFFY-PARBackbone=BERT-Base, Bias Mitigation Approach=Adversarial2022.05 | 81.2 | 75.4 | |
| ADAPTER-DEBIASBackbone=BERT-Mini, Mitigation Strategy=Adversarial2022.05 | 81.1 | 64.6 | |
| ADAPTERBackbone=BERT-Base, Bias Mitigation Approach=Adversarial2022.05 | 80.9 | 82.1 | |
| ADAPTERBackbone=BERT-Base, Bias Mitigation Approach=MI Reduction2022.05 | 80.9 | 82.1 | |
| ADAPTER-DEBIASBackbone=BERT-Base, Bias Mitigation Approach=Adversarial2022.05 | 80.5 | 65.6 | |
| MODDIFFY-PARBackbone=BERT-Mini, Mitigation Strategy=Adversarial2022.05 | 80.2 | 73.8 | |
| ADAPTER-DEBIASBackbone=BERT-Base, Bias Mitigation Approach=MI Reduction2022.05 | 80.1 | 82.1 | |
| FINETUNE-DEBIASBackbone=BERT-Mini, Mitigation Strategy=Adversarial2022.05 | 80 | 73.7 | |
| MODDIFFY-PARBackbone=BERT-Mini, Mitigation Strategy=MI Reduction2022.05 | 79.9 | 85.4 | |
| FINETUNE-DEBIASBackbone=BERT-Mini, Mitigation Strategy=MI Reduction2022.05 | 79.7 | 87.3 |