AI-generated text detection on Code
0.979AUCLearn-to-Distance
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Learn-to-Distancetest_generator=Gemini 1.5 Pro2026.01 | 0.979 | 13.736 | 86.9 | |
| Learn-to-DistanceTarget LLM=GPT-4o2026.01 | 0.932 | 12.58 | 64.8 | |
| RoBERTatest_generator=Gemini 1.5 Pro2026.01 | 0.842 | — | — | |
| FDGPTtest_generator=Gemini 1.5 Pro2026.01 | 0.829 | — | — | |
| ImBDtest_generator=Gemini 1.5 Pro2026.01 | 0.82 | — | — | |
| ImBDTarget LLM=GPT-4o2026.01 | 0.806 | — | — | |
| Binocularstest_generator=Gemini 1.5 Pro2026.01 | 0.805 | — | — | |
| IDEtest_generator=Gemini 1.5 Pro2026.01 | 0.683 | — | — | |
| FDGPTTarget LLM=GPT-4o2026.01 | 0.681 | — | — | |
| BinocularsTarget LLM=GPT-4o2026.01 | 0.679 | — | — | |
| LRRtest_generator=Gemini 1.5 Pro2026.01 | 0.67 | — | — | |
| BARTScoreTarget LLM=GPT-4o2026.01 | 0.646 | — | — | |
| LRRTarget LLM=GPT-4o2026.01 | 0.641 | — | — | |
| BARTScoretest_generator=Gemini 1.5 Pro2026.01 | 0.618 | — | — | |
| RAIDARTarget LLM=GPT-4o2026.01 | 0.605 | — | — | |
| RoBERTaTarget LLM=GPT-4o2026.01 | 0.589 | — | — | |
| RADARtest_generator=Gemini 1.5 Pro2026.01 | 0.585 | — | — | |
| ADGPTtest_generator=Gemini 1.5 Pro2026.01 | 0.579 | — | — | |
| Likelihoodtest_generator=Gemini 1.5 Pro2026.01 | 0.567 | — | — | |
| RAIDARtest_generator=Gemini 1.5 Pro2026.01 | 0.567 | — | — | |
| LikelihoodTarget LLM=GPT-4o2026.01 | 0.563 | — | — | |
| RADARTarget LLM=GPT-4o2026.01 | 0.554 | — | — | |
| IDETarget LLM=GPT-4o2026.01 | 0.551 | — | — | |
| ADGPTTarget LLM=GPT-4o2026.01 | 0.502 | — | — |