Binary Classification (Assistive vs Creative) on All Datasets Combined
99AUCRole-Aware AI
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Role-Aware AIGenerator Model=LLaMA-3-Instruct, Generator Parameters=3 billion2026.05 | 99 | 98 | |
| LogLikelihoodGenerator Model=LLaMA-3-Instruct, Generator Parameters=3 billion2026.05 | 89 | 85 | |
| LogLikelihoodGenerator Model=GPT-2, Generator Parameters=124 million2026.05 | 86 | 78 | |
| Role-Aware AIGenerator Model=GPT-2, Generator Parameters=124 million2026.05 | 83 | 80 | |
| RoBERTaGenerator Model=LLaMA-3-Instruct, Generator Parameters=3 billion2026.05 | 80 | 73 | |
| CurvatureGenerator Model=LLaMA-3-Instruct, Generator Parameters=3 billion2026.05 | 69 | 68 | |
| CurvatureGenerator Model=GPT-2, Generator Parameters=124 million2026.05 | 63 | 59 | |
| RoBERTaGenerator Model=GPT-2, Generator Parameters=124 million2026.05 | 54 | 52 | |
| EntropyGenerator Model=GPT-2, Generator Parameters=124 million2026.05 | 46 | 51 | |
| EntropyGenerator Model=LLaMA-3-Instruct, Generator Parameters=3 billion2026.05 | 21 | 51 | |
| LogRankGenerator Model=GPT-2, Generator Parameters=124 million2026.05 | 16 | 50 | |
| LogRankGenerator Model=LLaMA-3-Instruct, Generator Parameters=3 billion2026.05 | 11 | 51 |