Content Authenticity Detection on AI Content Detection Dataset (test)
97.2AccuracyFEST
Evaluation Results
| Method | Links | |
|---|---|---|
| FESTClassifier=RF, Backbone=GPT-4o-mini2026.06 | 97.2 | |
| FESTClassifier=XGB, Backbone=GPT-4o-mini2026.06 | 94.4 | |
| FESTClassifier=DT, Backbone=GPT-4o-mini2026.06 | 91.2 | |
| FelixClassifier=XGB, Backbone=GPT-4o-mini2026.06 | 91.2 | |
| FelixClassifier=RF, Backbone=GPT-4o-mini2026.06 | 88.8 | |
| FelixClassifier=LR, Backbone=GPT-4o-mini2026.06 | 88.4 | |
| FESTClassifier=MLP, Backbone=GPT-4o-mini2026.06 | 88.4 | |
| FelixClassifier=MLP, Backbone=GPT-4o-mini2026.06 | 87.6 | |
| Few-Shot LLMClassifier=RF, Backbone=GPT-4o-mini2026.06 | 86.8 | |
| Zero-Shot LLMClassifier=XGB, Backbone=GPT-4o-mini2026.06 | 85.2 | |
| FESTClassifier=LR, Backbone=GPT-4o-mini2026.06 | 84 | |
| Zero-Shot LLMClassifier=LR, Backbone=GPT-4o-mini2026.06 | 83.6 | |
| Few-Shot LLMClassifier=XGB, Backbone=GPT-4o-mini2026.06 | 83.6 | |
| FelixClassifier=DT, Backbone=GPT-4o-mini2026.06 | 81.6 | |
| Zero-Shot LLMClassifier=RF, Backbone=GPT-4o-mini2026.06 | 81.2 | |
| Zero-Shot LLMClassifier=MLP, Backbone=GPT-4o-mini2026.06 | 78.4 | |
| Few-Shot LLMClassifier=DT, Backbone=GPT-4o-mini2026.06 | 74 | |
| Zero-Shot LLMClassifier=DT, Backbone=GPT-4o-mini2026.06 | 70.4 | |
| Few-Shot LLMClassifier=MLP, Backbone=GPT-4o-mini2026.06 | 64.4 | |
| Few-Shot LLMClassifier=LR, Backbone=GPT-4o-mini2026.06 | 60.8 |