Machine-Generated Text Detection on SemEval (test)
66.2ASRF.t.XLM-RoBERTa-Base
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| F.t.XLM-RoBERTa-BaseDefense Category=Baseline, Attack Method=Average (Adversarial Attack)2025.02 | 66.2 | 501.84 | |
| GREATER-DDefense Category=Adversarial Training, Attack Method=GREATER-A2025.02 | 46.08 | 190.64 | |
| F.t.XLM-RoBERTa-BaseDefense Category=Baseline, Attack Method=Mixed Edit2025.02 | 34.65 | — | |
| CERT-EDDefense Category=Adversarial Data Augmentation, Attack Method=Average (Adversarial Attack)2025.02 | 17.52 | 809.88 | |
| CERT-EDDefense Category=Adversarial Data Augmentation, Attack Method=Mixed Edit2025.02 | 16.74 | — | |
| GREATER-DDefense Category=Adversarial Training, Attack Method=Average (Adversarial Attack)2025.02 | 12.42 | 840.17 | |
| RADARDefense Category=Adversarial Training, Attack Method=Mixed Edit2025.02 | 11.33 | — | |
| GREATER-DDefense Category=Adversarial Training, Attack Method=Mixed Edit2025.02 | 8.85 | — | |
| RADARDefense Category=Adversarial Training, Attack Method=Average (Text Perturbation)2025.02 | 6.2 | — | |
| GREATER-DDefense Category=Adversarial Training, Attack Method=TextFooler2025.02 | 6.11 | 1,396.52 | |
| GREATER-DDefense Category=Adversarial Training, Attack Method=PWWS2025.02 | 5.91 | 1,390.69 | |
| GREATER-DDefense Category=Adversarial Training, Attack Method=BERTAttack2025.02 | 5.7 | 718.84 | |
| GREATER-DDefense Category=Adversarial Training, Attack Method=T-PGD2025.02 | 5.61 | 824.58 | |
| GREATER-DDefense Category=Adversarial Training, Attack Method=A2T2025.02 | 5.09 | 519.77 | |
| EPDefense Category=Adversarial Data Augmentation, Attack Method=Mixed Edit2025.02 | 4.58 | — | |
| GREATER-DDefense Category=Adversarial Training, Attack Method=Paraphrasing2025.02 | 3.45 | — | |
| GREATER-DDefense Category=Adversarial Training, Attack Method=HMGC2025.02 | 2.28 | — | |
| GREATER-DDefense Category=Adversarial Training, Attack Method=Average (Text Perturbation)2025.02 | 1.78 | — | |
| GREATER-DDefense Category=Adversarial Training, Attack Method=Code-switching MF2025.02 | 1.13 | — | |
| GREATER-DDefense Category=Adversarial Training, Attack Method=Typo-cogen2025.02 | 1.08 | — | |
| GREATER-DDefense Category=Adversarial Training, Attack Method=Code-switching MR2025.02 | 1.02 | — | |
| GREATER-DDefense Category=Adversarial Training, Attack Method=Human Obfuscation2025.02 | 0.86 | — | |
| GREATER-DDefense Category=Adversarial Training, Attack Method=Emoji-cogen2025.02 | 0.47 | — | |
| GREATER-DDefense Category=Adversarial Training, Attack Method=Prompt Paraphrasing2025.02 | 0.23 | — | |
| GREATER-DDefense Category=Adversarial Training, Attack Method=ICL2025.02 | 0.2 | — | |
| GREATER-DDefense Category=Adversarial Training, Attack Method=CSGen2025.02 | 0 | — |