Binary AIGC Detection on AIGC-bench
97.8AccuracyRoBERTa-SFT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| RoBERTa-SFTMethod Category=Discriminative Baseline, Evaluation Protocol=Supervised2026.04 | 97.8 | 97.8 | |
| REVEALMethod Category=Reasoning LLMs2026.04 | 96.3 | 96.3 | |
| OpenAI o3Method Category=Reasoning LLMs2026.04 | 75.81 | 75.06 | |
| ImBDMethod Category=Discriminative Baseline, Evaluation Protocol=Zero-shot2026.04 | 74.8 | 74.47 | |
| GPT-5Method Category=General LLMs2026.04 | 72.64 | 70.17 | |
| BinocularsMethod Category=Discriminative Baseline, Evaluation Protocol=Zero-shot2026.04 | 67.6 | 67.17 | |
| Fast-DetectGPTMethod Category=Discriminative Baseline, Evaluation Protocol=Zero-shot2026.04 | 63.9 | 62.81 | |
| QwQ-32BMethod Category=Reasoning LLMs2026.04 | 52.75 | 33.13 | |
| GPT-4oMethod Category=General LLMs2026.04 | 52.34 | 46.28 | |
| GPT-4o-miniMethod Category=General LLMs2026.04 | 51.95 | 42.24 | |
| Qwen3-8BMethod Category=Reasoning LLMs2026.04 | 48.9 | 10.45 | |
| Llama3.1-8BMethod Category=General LLMs2026.04 | 44.59 | 16.22 |