AI-generated text detection on DetectRL Multi-Domain
96.19AUROCRAI
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| RAIStandardization=false, Base Model=Llama2-7B, Aligned Model=Llama2-7B-Instruct2026.04 | 96.19 | — | — | — | — | — | |
| LAPDStandardization=true, Base Model=Llama2-7B, Aligned Model=Llama2-7B-Instruct2026.04 | 96.11 | — | — | — | — | — | |
| LAPD2026.04 | 96.11 | — | — | — | — | — | |
| IRMTraining paradigm=Training-free2026.03 | 91.51 | 84.05 | — | — | — | — | |
| Exons-DetectTraining paradigm=Training-free2026.03 | 90.46 | 86.59 | — | — | — | — | |
| ImBD2026.04 | 89.81 | — | — | — | — | — | |
| DNA-DetectLLMStandardization=true2026.04 | 88.29 | — | — | — | — | — | |
| DNA-DetectLLMTraining paradigm=Training-free2026.03 | 88.23 | 84.94 | — | — | — | — | |
| ReMoDetect2026.04 | 80.93 | — | — | — | — | — | |
| R-DetectTraining paradigm=Training-based2026.03 | 79.19 | 73.38 | — | — | — | — | |
| BinocularsStandardization=false2026.04 | 77.5 | — | — | — | — | — | |
| BinocularsTraining paradigm=Training-free2026.03 | 77.45 | 80.2 | — | — | — | — | |
| BiscopeTraining paradigm=Training-based2026.03 | 76.52 | 71.64 | — | — | — | — | |
| Fast-DetectGPTTraining paradigm=Training-free2026.03 | 74.98 | 68.91 | — | — | — | — | |
| Fast-DetectGPTStandardization=true2026.04 | 74.81 | — | — | — | — | — | |
| OpenAI-DTraining paradigm=Training-based2026.03 | 74.6 | 70.03 | — | — | — | — | |
| OpenAI Detector2026.04 | 74.6 | — | — | — | — | — | |
| Lastde++Training paradigm=Training-free2026.03 | 67.3 | 66.67 | — | — | — | — | |
| Lastde++Standardization=true2026.04 | 66.87 | — | — | — | — | — | |
| LogRankTraining paradigm=Training-free2026.03 | 50.55 | 66.69 | — | — | — | — | |
| LogRankStandardization=false2026.04 | 50.52 | — | — | — | — | — | |
| LikelihoodTraining paradigm=Training-free2026.03 | 48.96 | 66.69 | — | — | — | — | |
| LikelihoodStandardization=false2026.04 | 48.95 | — | — | — | — | — | |
| EntropyStandardization=false2026.04 | 47.91 | — | — | — | — | — | |
| EntropyTraining paradigm=Training-free2026.03 | 47.82 | 69.24 | — | — | — | — | |
| DetectGPTTraining paradigm=Training-free2026.03 | 34.67 | 66.67 | — | — | — | — | |
| DetectGPTStandardization=true2026.04 | 28 | — | — | — | — | — | |
| Fast-DetectGPTTraining Source=ArXiv2026.06 | — | — | 24.46 | 23.71 | 59.67 | 60.17 | |
| Fast-DetectGPTTraining Source=XSum2026.06 | — | — | 28.43 | 28.39 | 62.99 | 63.08 | |
| Fast-DetectGPTTraining Source=Writing2026.06 | — | — | 34.81 | 33.6 | 67.84 | 68.3 | |
| Fast-DetectGPTTraining Source=Review2026.06 | — | — | 40.7 | 37.66 | 68.25 | 71.62 | |
| RoBERTa-BaseTraining Source=ArXiv2026.06 | — | — | 100 | 75.9 | 77.68 | 70.69 | |
| RoBERTa-BaseTraining Source=XSum2026.06 | — | — | 68.43 | 99.85 | 71.79 | 67.17 | |
| RoBERTa-BaseTraining Source=Writing2026.06 | — | — | 78.58 | 72.72 | 99.65 | 94.24 | |
| RoBERTa-BaseTraining Source=Review2026.06 | — | — | 82.64 | 84.15 | 85.1 | 99.5 | |
| SV-DetectTraining Source=ArXiv2026.06 | — | — | 100 | 93.32 | 80.78 | 88.89 | |
| SV-DetectTraining Source=XSum2026.06 | — | — | 93.09 | 99.45 | 75.72 | 88.93 | |
| SV-DetectTraining Source=Writing2026.06 | — | — | 80.57 | 75.01 | 99.6 | 96.64 | |
| SV-DetectTraining Source=Review2026.06 | — | — | 87.93 | 87.6 | 97.09 | 99.3 |