AI-Generated Text Detection on mixed-source Human -> AI GPT-2, GPT-Neo, GPT-J, LLaMa, GPT-3
96Overall AccuracySeqXGPT
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SeqXGPTAttack=PWWS2024.06 | 96 | 70 | 27.08 | 1,893.98 | |
| DeBERTaAttack=PWWS2024.06 | 96 | 80 | 16.67 | 1,940.47 | |
| SCRNAttack=PWWS2024.06 | 96 | 91.5 | 4.69 | 2,099.91 | |
| FloodingAttack=PWWS2024.06 | 95.5 | 53 | 44.5 | 1,610.45 | |
| RDropAttack=PWWS2024.06 | 95 | 70 | 26.32 | 1,815.62 | |
| RoBERTaAttack=PWWS2024.06 | 93 | 62.5 | 32.8 | 1,729.72 | |
| RMLMAttack=PWWS2024.06 | 91.5 | 78 | 14.75 | 1,986.5 | |
| BERTAttack=PWWS2024.06 | 90 | 59 | 34.44 | 1,815.44 | |
| RanMASKAttack=PWWS2024.06 | 86 | 71 | 17.44 | 1,715.72 | |
| GLTRAttack=PWWS2024.06 | 67.5 | 19 | 71.85 | 1,285.64 | |
| Log-RankAttack=PWWS2024.06 | 62.5 | 56 | 10.4 | 1,697.2 | |
| Log-LikelihoodAttack=PWWS2024.06 | 62 | 53.5 | 13.71 | 1,667.91 | |
| EntropyAttack=PWWS2024.06 | 55.5 | 27.5 | 50.45 | 1,396.39 |