AI-generated text detection on ArtCulture
0.982AUCFDGPT
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| FDGPTtest_generator=Gemini 1.5 Pro2026.01 | 0.982 | — | — | |
| Binocularstest_generator=Gemini 1.5 Pro2026.01 | 0.975 | — | — | |
| Learn-to-Distancetest_generator=Gemini 1.5 Pro2026.01 | 0.955 | — | — | |
| ImBDtest_generator=Gemini 1.5 Pro2026.01 | 0.913 | — | — | |
| IDEtest_generator=Gemini 1.5 Pro2026.01 | 0.89 | — | — | |
| Learn-to-DistanceTarget LLM=GPT-4o2026.01 | 0.871 | 10.918 | 45.8 | |
| RoBERTatest_generator=Gemini 1.5 Pro2026.01 | 0.862 | — | — | |
| Likelihoodtest_generator=Gemini 1.5 Pro2026.01 | 0.807 | — | — | |
| LRRtest_generator=Gemini 1.5 Pro2026.01 | 0.774 | — | — | |
| ImBDTarget LLM=GPT-4o2026.01 | 0.762 | — | — | |
| ADGPTtest_generator=Gemini 1.5 Pro2026.01 | 0.664 | — | — | |
| RAIDARTarget LLM=GPT-4o2026.01 | 0.66 | — | — | |
| BARTScoreTarget LLM=GPT-4o2026.01 | 0.638 | — | — | |
| BinocularsTarget LLM=GPT-4o2026.01 | 0.605 | — | — | |
| ADGPTTarget LLM=GPT-4o2026.01 | 0.605 | — | — | |
| FDGPTTarget LLM=GPT-4o2026.01 | 0.59 | — | — | |
| BARTScoretest_generator=Gemini 1.5 Pro2026.01 | 0.586 | — | — | |
| RAIDARtest_generator=Gemini 1.5 Pro2026.01 | 0.577 | — | — | |
| RoBERTaTarget LLM=GPT-4o2026.01 | 0.57 | — | — | |
| RADARTarget LLM=GPT-4o2026.01 | 0.56 | — | — | |
| LRRTarget LLM=GPT-4o2026.01 | 0.518 | — | — | |
| RADARtest_generator=Gemini 1.5 Pro2026.01 | 0.506 | — | — | |
| IDETarget LLM=GPT-4o2026.01 | 0.504 | — | — | |
| LikelihoodTarget LLM=GPT-4o2026.01 | 0.5 | — | — |