Binary AIGC Detection on LOKI
95.7AccuracyRoBERTa-SFT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| RoBERTa-SFTMethod Category=Discriminative Baseline, Evaluation Protocol=Supervised2026.04 | 95.7 | 91.94 | |
| REVEALMethod Category=Reasoning LLMs2026.04 | 95.6 | 91.98 | |
| GPT-5Method Category=General LLMs2026.04 | 89.45 | 82.18 | |
| OpenAI o3Method Category=Reasoning LLMs2026.04 | 88.24 | 77.92 | |
| ImBDMethod Category=Discriminative Baseline, Evaluation Protocol=Zero-shot2026.04 | 85.5 | 76.4 | |
| BinocularsMethod Category=Discriminative Baseline, Evaluation Protocol=Zero-shot2026.04 | 71.5 | 62.92 | |
| Fast-DetectGPTMethod Category=Discriminative Baseline, Evaluation Protocol=Zero-shot2026.04 | 57.8 | 51.75 | |
| QwQ-32BMethod Category=Reasoning LLMs2026.04 | 57.4 | 50.81 | |
| Qwen3-8BMethod Category=Reasoning LLMs2026.04 | 42.17 | 11.19 | |
| GPT-4oMethod Category=General LLMs2026.04 | 27.93 | 27.81 | |
| Llama3.1-8BMethod Category=General LLMs2026.04 | 23.8 | 10.32 | |
| GPT-4o-miniMethod Category=General LLMs2026.04 | 16.6 | 16.06 |