Single-target AI-generated Text Detection on M4
96AUROC@1LUSR
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| LUSRSupport Size=52026.06 | 96 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LUAR MultidomainSupport Size=52026.06 | 89 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LUAR Multi-LLMSupport Size=52026.06 | 88 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LUAR CRUDSupport Size=52026.06 | 87 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ProtoNetSupport Size=52026.06 | 87 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CISRSupport Size=52026.06 | 84 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BinocularsType=Zero-shot, Support Size=02026.06 | 69 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LUSRSupport Size=12026.06 | 69 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FastDetectGPTType=Zero-shot, Support Size=02026.06 | 65 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RemoDetectType=Supervised, Support Size=02026.06 | 64 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SBERTSupport Size=52026.06 | 62 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LUAR Multi-LLMSupport Size=12026.06 | 61 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ProtoNetSupport Size=12026.06 | 61 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Revise-DetectType=Zero-shot, Support Size=02026.06 | 60 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LUAR CRUDSupport Size=12026.06 | 60 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LUAR MultidomainSupport Size=12026.06 | 60 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LongformerType=Supervised, Support Size=02026.06 | 58 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CISRSupport Size=12026.06 | 58 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SBERTSupport Size=12026.06 | 52 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DNA-GPTType=Zero-shot, Support Size=02026.06 | 51 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RankType=Zero-shot, Support Size=02026.06 | 50 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LogRankType=Zero-shot, Support Size=02026.06 | 50 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LRRType=Zero-shot, Support Size=02026.06 | 50 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RankType=Supervised, Support Size=02026.06 | 50 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RADARType=Supervised, Support Size=02026.06 | 50 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Contrastive Pre-training2026.04 | — | 55.6 | 88.7 | 98.9 | 65.4 | 85.9 | 92 | 65.1 | 93.5 | 98.9 | 55.3 | 82.5 | 93.8 | 65.2 | 90.1 | 96.7 | |
| EAVAE2026.04 | — | 62.5 | 85.4 | 95.1 | 66.1 | 93.1 | 99 | 68.4 | 97.6 | 99.9 | 56.4 | 91.3 | 98.6 | 65.7 | 93.5 | 98.5 | |
| LUAR2026.04 | — | 61.5 | 89.4 | 98.4 | 61.1 | 91.6 | 97.8 | 57 | 86.1 | 96.4 | 52.1 | 70.5 | 86.7 | 63.2 | 87.5 | 95.9 | |
| Man and Nguyen 20242026.04 | — | 64.5 | 96.1 | 99.7 | 63.4 | 90.4 | 98 | 56.8 | 92.5 | 99.2 | 54.8 | 86.1 | 90.8 | 64.4 | 93.1 | 97.5 |