LLM-generated text detection on DetectRL Out-of-Domain Multi-LLM 1.0 (test)
90.6Average Performance ScoreBinoculars + kNNProxy
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Binoculars + kNNProxySource Proxy=GPT-3.52026.04 | 90.6 | — | 67.9 | 96.6 | 98.1 | |
| Binoculars + kNNProxySource Proxy=Claude2026.04 | 90.6 | 95.4 | — | 96.2 | 97.9 | |
| Binoculars + kNNProxySource Proxy=PaLM-22026.04 | 90.6 | 96.5 | 71.2 | — | 98.2 | |
| Binoculars + kNNProxySource Proxy=Llama-22026.04 | 90.6 | 97.1 | 75.9 | 96.5 | — | |
| Fast-DetectGPT + kNNProxySource Proxy=GPT-3.52026.04 | 78.3 | — | 45.3 | 81.8 | 93.6 | |
| Fast-DetectGPT + kNNProxySource Proxy=Claude2026.04 | 78.3 | 90.2 | — | 80.8 | 91.8 | |
| Fast-DetectGPT + kNNProxySource Proxy=PaLM-22026.04 | 78.3 | 90.8 | 47.1 | — | 92.3 | |
| Fast-DetectGPT + kNNProxySource Proxy=Llama-22026.04 | 78.3 | 91.7 | 51.5 | 82.8 | — | |
| BinocularsSource Proxy=GPT-3.52026.04 | 73.7 | — | 39.7 | 88 | 91.7 | |
| BinocularsSource Proxy=Claude2026.04 | 73.7 | 82.2 | — | 87.9 | 91.2 | |
| BinocularsSource Proxy=PaLM-22026.04 | 73.7 | 77.2 | 30.3 | — | 91 | |
| BinocularsSource Proxy=Llama-22026.04 | 73.7 | 81.4 | 35.5 | 88.6 | — | |
| Fast-DetectGPTSource Proxy=GPT-3.52026.04 | 33.2 | — | 13 | 59.6 | 69.9 | |
| Fast-DetectGPTSource Proxy=Claude2026.04 | 33.2 | 0.2 | — | 0 | 1.2 | |
| Fast-DetectGPTSource Proxy=PaLM-22026.04 | 33.2 | 55.8 | 8.2 | — | 68.4 | |
| Fast-DetectGPTSource Proxy=Llama-22026.04 | 33.2 | 56.3 | 8.7 | 57.7 | — |