Fake news detection on reformed PolitiFact neutral sentiment (test)
87.77AccuracyAdSent
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| AdSentGroup=Fine-tuned adversarial LLMs2026.01 | 87.77 | 85.41 | 91.11 | 90.47 | 84.44 | 87.76 | |
| SheepDogGroup=Fine-tuned adversarial2026.01 | 83.33 | 96.87 | 68.88 | 75.86 | 97.77 | 82.98 | |
| DeBERTaGroup=Fine-tuned LMs2026.01 | 70 | 100 | 76.92 | 100 | 40.01 | 67.03 | |
| LLaMA-3.1Group=Zero-shot LLMs2026.01 | 62.22 | 57.97 | 88.88 | 76.19 | 35.55 | 59.33 | |
| Qwen2.5Group=Zero-shot LLMs2026.01 | 58.89 | 55.12 | 95.55 | 83.33 | 22.22 | 52.5 |