Fake news detection on GossipCop reformed neutral sentiment (test)
79.41AccuracyAdSent
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| AdSentGroup=Fine-tuned adversarial LLMs2026.01 | 79.41 | 73.21 | 88.56 | 81.26 | 72.31 | 78.33 | |
| DeBERTaGroup=Fine-tuned LMs2026.01 | 71.09 | 80.81 | 55.3 | 66.02 | 86.86 | 70.35 | |
| LLaMA-3.1Group=Zero-shot LLMs2026.01 | 52.46 | 51.59 | 79.54 | 55.37 | 25.37 | 48.7 | |
| SheepDogGroup=Fine-tuned adversarial2026.01 | 51.86 | 61.07 | 7.26 | 51.02 | 96.46 | 39.63 | |
| Qwen2.5Group=Zero-shot LLMs2026.01 | 51.39 | 50.71 | 99.11 | 80.55 | 3.66 | 37.05 |