AI-Generated Text Detection on Cross-genre (test)
97.5OALog-Likelihood
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Log-LikelihoodAdversarial attack=PWWS2024.06 | 97.5 | 96.5 | 1.03 | 6,077.26 | |
| Log-RankAdversarial attack=PWWS2024.06 | 97.5 | 95.5 | 2.05 | 6,054.48 | |
| GLTRAdversarial attack=PWWS2024.06 | 97.5 | 67.5 | 30.77 | 5,476.04 | |
| BERTAdversarial attack=PWWS2024.06 | 95.5 | 75 | 21.47 | 5,619.45 | |
| RDropAdversarial attack=PWWS2024.06 | 95 | 10 | 89.47 | 3,155.59 | |
| SCRNAdversarial attack=PWWS2024.06 | 94.5 | 71 | 24.87 | 4,419.16 | |
| ChatGPT-DetectorAdversarial attack=PWWS2024.06 | 93 | 73 | 21.51 | 5,827.88 | |
| RMLMAdversarial attack=PWWS2024.06 | 92 | 72.5 | 21.2 | 5,440.61 | |
| DeBERTaAdversarial attack=PWWS2024.06 | 90 | 0 | 100 | 2,763.66 | |
| SeqXGPTAdversarial attack=PWWS2024.06 | 88 | 65.5 | 25.57 | 5,776.35 | |
| FloodingAdversarial attack=PWWS2024.06 | 87.5 | 0 | 100 | 2,733.18 | |
| RanMASKAdversarial attack=PWWS2024.06 | 87 | 75 | 13.79 | 5,433.82 | |
| SeqXGPTAdversarial attack=PWWS2024.06 | 85.5 | 0 | 100 | 2,712.97 | |
| RoBERTaAdversarial attack=PWWS2024.06 | 83 | 59 | 28.92 | 5,522.05 | |
| FloodingAdversarial attack=PWWS2024.06 | 82.5 | 58 | 29.7 | 5,447.84 | |
| RoBERTaAdversarial attack=PWWS2024.06 | 82 | 0 | 100 | 2,655.43 | |
| EntropyAdversarial attack=PWWS2024.06 | 77.5 | 0 | 100 | 2,783.14 | |
| DeBERTaAdversarial attack=PWWS2024.06 | 77.5 | 53.5 | 30.97 | 5,329.64 | |
| EntropyAdversarial attack=PWWS2024.06 | 74 | 34 | 54.05 | 5,352.47 | |
| RDropAdversarial attack=PWWS2024.06 | 73 | 65 | 10.96 | 5,973.84 | |
| SCRNAdversarial attack=PWWS2024.06 | 70.5 | 54.5 | 22.7 | 5,725.79 | |
| RanMASKAdversarial attack=PWWS2024.06 | 67 | 2 | 97.01 | 2,667.19 | |
| Log-RankAdversarial attack=PWWS2024.06 | 64.5 | 0 | 100 | 2,734.98 | |
| Log-LikelihoodAdversarial attack=PWWS2024.06 | 62 | 0 | 100 | 2,700.46 | |
| ChatGPT-DetectorAdversarial attack=PWWS2024.06 | 58.5 | 0 | 100 | 2,606.75 | |
| RMLMAdversarial attack=PWWS2024.06 | 58.5 | 9.5 | 83.76 | 3,397.99 | |
| BERTAdversarial attack=PWWS2024.06 | 57 | 0 | 100 | 2,692.61 | |
| GLTRAdversarial attack=PWWS2024.06 | 50.5 | 0 | 100 | 2,696.8 | |
| RoBERTa2024.06 | 0.825 | 0.31 | 0.6242 | 17,991.85 | |
| SCRN2024.06 | 0.8225 | 0.555 | 0.3253 | 23,179.41 | |
| RanMASK2024.06 | 0.77 | 0.3025 | 0.6071 | 15,757.8 | |
| RMLM2024.06 | 0.7525 | 0.4008 | 0.4673 | 20,728.78 |