Detection of LLM generated text on XSum
0.1177Paraphrase (4o-mini)SearchLLM
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| SearchLLMBase Detector=Longformer, Regeneration Strategy=Paraphrase 4o-mini2026.01 | 0.1177 | 0.1177 | 0.1644 | 0.0822 | |
| SearchLLMBase Detector=Binoculars, Regeneration Strategy=Paraphrase 4o-mini2026.01 | 0.1066 | 0.1066 | 0.2044 | 0.0844 | |
| LongformerRegeneration Strategy=Paraphrase 4o-mini2026.01 | 0.0155 | 0.0155 | 0.0222 | 0.0244 | |
| BinocularsRegeneration Strategy=Paraphrase 4o-mini2026.01 | 0.0044 | 0.0044 | 0.0533 | 0.0266 | |
| RADARRegeneration Strategy=Paraphrase 4o-mini2026.01 | 0 | 0 | 0.0088 | 0.0088 | |
| SearchLLMBase Detector=RADAR, Regeneration Strategy=Paraphrase 4o-mini2026.01 | 0 | 0 | 0.16 | 0.0666 | |
| DetectGPTRegeneration Strategy=Paraphrase 4o-mini2026.01 | 0 | 0 | 0 | 0 | |
| SearchLLMBase Detector=DetectGPT, Regeneration Strategy=Paraphrase 4o-mini2026.01 | 0 | 0 | 0 | 0 |