Text Classification on BIOS
84.6Task AccuracyADAPTER-DEBIAS
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ADAPTER-DEBIASBackbone=BERT-Base, Bias Mitigation Approach=Adversarial2022.05 | 84.6 | 60.8 | — | — | |
| DIFFPRUNBackbone=BERT-Base, Bias Mitigation Approach=Adversarial2022.05 | 84.6 | 68.9 | — | — | |
| DIFFPRUNBackbone=BERT-Base, Bias Mitigation Approach=MI Reduction2022.05 | 84.6 | 68.9 | — | — | |
| DIFFPRUN-DEBIASBackbone=BERT-Base, Bias Mitigation Approach=Adversarial2022.05 | 84.5 | 62.4 | — | — | |
| MODDIFFY-POSTBackbone=BERT-Base, Bias Mitigation Approach=Adversarial2022.05 | 84.5 | 61.6 | — | — | |
| MODDIFFY-PARBackbone=BERT-Base, Bias Mitigation Approach=MI Reduction2022.05 | 84.5 | 58.8 | — | — | |
| ADAPTERBackbone=BERT-Base, Bias Mitigation Approach=Adversarial2022.05 | 84.4 | 65.9 | — | — | |
| ADAPTERBackbone=BERT-Base, Bias Mitigation Approach=MI Reduction2022.05 | 84.4 | 65.9 | — | — | |
| ADAPTER-DEBIASBackbone=BERT-Base, Bias Mitigation Approach=MI Reduction2022.05 | 84.4 | 65.6 | — | — | |
| MODDIFFY-POSTBackbone=BERT-Base, Bias Mitigation Approach=MI Reduction2022.05 | 84.3 | 64.5 | — | — | |
| FINETUNE-DEBIASBackbone=BERT-Base, Bias Mitigation Approach=Adversarial2022.05 | 84.2 | 56.9 | — | — | |
| DIFFPRUN-DEBIASBackbone=BERT-Base, Bias Mitigation Approach=MI Reduction2022.05 | 84.2 | 63.2 | — | — | |
| MODDIFFY-PARBackbone=BERT-Base, Bias Mitigation Approach=Adversarial2022.05 | 84.2 | 53.7 | — | — | |
| FINETUNEBackbone=BERT-Base, Bias Mitigation Approach=Adversarial2022.05 | 84.1 | 67.2 | — | — | |
| FINETUNEBackbone=BERT-Base, Bias Mitigation Approach=MI Reduction2022.05 | 84.1 | 67.2 | — | — | |
| FINETUNE-DEBIASBackbone=BERT-Base, Bias Mitigation Approach=MI Reduction2022.05 | 84.1 | 61.7 | — | — | |
| DIFFPRUNBackbone=BERT-Mini, Mitigation Strategy=Adversarial2022.05 | 83.5 | 65.8 | — | — | |
| DIFFPRUNBackbone=BERT-Mini, Mitigation Strategy=MI Reduction2022.05 | 83.5 | 65.8 | — | — | |
| DIFFPRUN-DEBIASBackbone=BERT-Mini, Mitigation Strategy=Adversarial2022.05 | 83.3 | 59.1 | — | — | |
| MODDIFFY-POSTBackbone=BERT-Mini, Mitigation Strategy=Adversarial2022.05 | 83.1 | 57.3 | — | — | |
| MODDIFFY-POSTBackbone=BERT-Mini, Mitigation Strategy=MI Reduction2022.05 | 83.1 | 63.4 | — | — | |
| FINETUNEBackbone=BERT-Mini, Mitigation Strategy=Adversarial2022.05 | 82.9 | 65.5 | — | — | |
| FINETUNEBackbone=BERT-Mini, Mitigation Strategy=MI Reduction2022.05 | 82.9 | 65.5 | — | — | |
| CONGATERBackbone=Vanilla-BERT2026.04 | 82.4 | — | 1.9 | 59 | |
| DIFFPRUN-DEBIASBackbone=BERT-Mini, Mitigation Strategy=MI Reduction2022.05 | 82.3 | 65.5 | — | — | |
| ADAPTER-DEBIASBackbone=BERT-Mini, Mitigation Strategy=MI Reduction2022.05 | 81.7 | 65.4 | — | — | |
| ADAPTERBackbone=BERT-Mini, Mitigation Strategy=Adversarial2022.05 | 81.6 | 65.7 | — | — | |
| ADAPTERBackbone=BERT-Mini, Mitigation Strategy=MI Reduction2022.05 | 81.6 | 65.7 | — | — | |
| FINETUNE-DEBIASBackbone=BERT-Mini, Mitigation Strategy=Adversarial2022.05 | 81.6 | 56.4 | — | — | |
| FINETUNE-DEBIASBackbone=BERT-Mini, Mitigation Strategy=MI Reduction2022.05 | 81.6 | 59.9 | — | — | |
| ADAPTER-DEBIASBackbone=BERT-Mini, Mitigation Strategy=Adversarial2022.05 | 81.5 | 63.4 | — | — | |
| MODDIFFY-PARBackbone=BERT-Mini, Mitigation Strategy=Adversarial2022.05 | 81.5 | 55.7 | — | — | |
| MODDIFFY-PARBackbone=BERT-Mini, Mitigation Strategy=MI Reduction2022.05 | 81.4 | 58.8 | — | — | |
| FairNVTBackbone=Vanilla-BERT2026.04 | 80.6 | — | 1.6 | 52.8 | |
| DAMBackbone=Vanilla-BERT2026.04 | 80.3 | — | 2.2 | 60.6 | |
| SUPBackbone=Vanilla-BERT2026.04 | 77.2 | — | 2.1 | 74.3 | |
| FT-DebiasBackbone=Vanilla-BERT2026.04 | 76.8 | — | 2.1 | 58.4 | |
| INLPBackbone=Vanilla-BERT2026.04 | 76.4 | — | 1.7 | 51.9 | |
| Vanilla-BERT2026.04 | 72.8 | — | 2 | 99.6 |