Machine-generated text detection on SUMMAC Abstract ChatGPT-generated (test)
100AUROCLogRank
Evaluation Results
| Method | Links | |
|---|---|---|
| LogRankSurrogate Model=EleutherAI/gpt-neo-2.7B2023.05 | 100 | |
| Fast-DetectGPTSurrogate Model=EleutherAI/gpt-j-6B2023.05 | 100 | |
| DPICTarget Model=ChatGPT2023.05 | 100 | |
| LikelihoodSurrogate Model=EleutherAI/gpt-neo-2.7B2023.05 | 99.98 | |
| LRR2023.05 | 97.47 | |
| RoBERTa-large2023.05 | 94.83 | |
| RoBERTa-base2023.05 | 93.46 | |
| NPRSurrogate Model=EleutherAI/gpt-neo-2.7B2023.05 | 92.11 | |
| DNA-GPTTarget Model=ChatGPT2023.05 | 91.78 | |
| DetectGPTSurrogate Model=EleutherAI/gpt-neo-2.7B2023.05 | 69.11 | |
| EntropySurrogate Model=EleutherAI/gpt-neo-2.7B2023.05 | 8.86 |