Binary Classification (Assistive vs Creative) on Wikipedia
99AUCRole-Aware AI
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Role-Aware AIGenerator Model=LLaMA-3-Instruct, Generator Parameters=3 billion2026.05 | 99 | 96 | |
| LogLikelihoodGenerator Model=LLaMA-3-Instruct, Generator Parameters=3 billion2026.05 | 97 | 91 | |
| Role-Aware AIGenerator Model=GPT-2, Generator Parameters=124 million2026.05 | 90 | 88 | |
| LogLikelihoodGenerator Model=GPT-2, Generator Parameters=124 million2026.05 | 88 | 80 | |
| RoBERTaGenerator Model=LLaMA-3-Instruct, Generator Parameters=3 billion2026.05 | 86 | 77 | |
| CurvatureGenerator Model=LLaMA-3-Instruct, Generator Parameters=3 billion2026.05 | 67 | 63 | |
| CurvatureGenerator Model=GPT-2, Generator Parameters=124 million2026.05 | 66 | 60 | |
| RoBERTaGenerator Model=GPT-2, Generator Parameters=124 million2026.05 | 57 | 54 | |
| EntropyGenerator Model=GPT-2, Generator Parameters=124 million2026.05 | 54 | 53 | |
| LogRankGenerator Model=GPT-2, Generator Parameters=124 million2026.05 | 13 | 50 | |
| EntropyGenerator Model=LLaMA-3-Instruct, Generator Parameters=3 billion2026.05 | 11 | 50 | |
| LogRankGenerator Model=LLaMA-3-Instruct, Generator Parameters=3 billion2026.05 | 4 | 50 |