AI-generated text detection on Finance
0.998AUCLearn-to-Distance
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Learn-to-Distancetest_generator=Gemini 1.5 Pro2026.01 | 0.998 | 0.577 | 78.1 | |
| Binocularstest_generator=Gemini 1.5 Pro2026.01 | 0.993 | — | — | |
| FDGPTtest_generator=Gemini 1.5 Pro2026.01 | 0.991 | — | — | |
| Learn-to-DistanceTarget LLM=GPT-4o2026.01 | 0.978 | 9.595 | 81.1 | |
| Likelihoodtest_generator=Gemini 1.5 Pro2026.01 | 0.93 | — | — | |
| ImBDtest_generator=Gemini 1.5 Pro2026.01 | 0.903 | — | — | |
| ImBDTarget LLM=GPT-4o2026.01 | 0.882 | — | — | |
| LRRtest_generator=Gemini 1.5 Pro2026.01 | 0.873 | — | — | |
| RAIDARtest_generator=Gemini 1.5 Pro2026.01 | 0.829 | — | — | |
| BARTScoreTarget LLM=GPT-4o2026.01 | 0.824 | — | — | |
| FDGPTTarget LLM=GPT-4o2026.01 | 0.753 | — | — | |
| BARTScoretest_generator=Gemini 1.5 Pro2026.01 | 0.745 | — | — | |
| BinocularsTarget LLM=GPT-4o2026.01 | 0.726 | — | — | |
| RAIDARTarget LLM=GPT-4o2026.01 | 0.709 | — | — | |
| LRRTarget LLM=GPT-4o2026.01 | 0.641 | — | — | |
| LikelihoodTarget LLM=GPT-4o2026.01 | 0.639 | — | — | |
| RoBERTatest_generator=Gemini 1.5 Pro2026.01 | 0.629 | — | — | |
| RoBERTaTarget LLM=GPT-4o2026.01 | 0.612 | — | — | |
| ADGPTtest_generator=Gemini 1.5 Pro2026.01 | 0.59 | — | — | |
| RADARtest_generator=Gemini 1.5 Pro2026.01 | 0.583 | — | — | |
| RADARTarget LLM=GPT-4o2026.01 | 0.573 | — | — | |
| IDEtest_generator=Gemini 1.5 Pro2026.01 | 0.548 | — | — | |
| ADGPTTarget LLM=GPT-4o2026.01 | 0.526 | — | — | |
| IDETarget LLM=GPT-4o2026.01 | 0.503 | — | — |