Fake News Detection on FAKE NEWS
100AccuracyMC2MARK
Evaluation results
| Method | Links | |
|---|---|---|
| MC2MARKmessage_length=16, base_model=Phi-3.5-mini-instruct2026.02 | 100 | |
| MC2MARKmessage_length=32, base_model=Phi-3.5-mini-instruct2026.02 | 100 | |
| MC2MARKmessage_length=64, base_model=Phi-3.5-mini-instruct2026.02 | 99.89 | |
| BiMarkmessage_length=16, base_model=Phi-3.5-mini-instruct2026.02 | 97.83 | |
| MC2MARKmessage_length=128, base_model=Phi-3.5-mini-instruct2026.02 | 95.77 | |
| MPAC(1.5)message_length=16, base_model=Phi-3.5-mini-instruct2026.02 | 93.31 | |
| MC2MARKmessage_length=256, base_model=Phi-3.5-mini-instruct2026.02 | 92.59 | |
| BiMarkmessage_length=32, base_model=Phi-3.5-mini-instruct2026.02 | 92.55 | |
| MC2MARKmessage_length=512, base_model=Phi-3.5-mini-instruct2026.02 | 86.2 | |
| BiMarkmessage_length=64, base_model=Phi-3.5-mini-instruct2026.02 | 83.43 | |
| MPAC(1.0)message_length=16, base_model=Phi-3.5-mini-instruct2026.02 | 82.63 | |
| MPAC(1.5)message_length=32, base_model=Phi-3.5-mini-instruct2026.02 | 81.84 | |
| MPAC(1.5)message_length=64, base_model=Phi-3.5-mini-instruct2026.02 | 75.28 | |
| NHP Context-Aware Data Aug.Domain=ArXiv2026.01 | 71.76 | |
| NTP Hypernym Baseline Fine-TunedDomain=ArXiv2026.01 | 71.29 | |
| MPAC(1.0)message_length=32, base_model=Phi-3.5-mini-instruct2026.02 | 70.66 | |
| NTP Synonym Baseline Fine-TunedDomain=News2026.01 | 69.5 | |
| BiMarkmessage_length=128, base_model=Phi-3.5-mini-instruct2026.02 | 69.41 | |
| MPAC(1.5)message_length=128, base_model=Phi-3.5-mini-instruct2026.02 | 68.7 | |
| MPAC(1.0)message_length=64, base_model=Phi-3.5-mini-instruct2026.02 | 68.2 | |
| NHP Loss Context-FreeDomain=Combined2026.01 | 66.3 | |
| NSP Loss Context-FreeDomain=News2026.01 | 65.05 | |
| NHP Context-Aware Data Aug.Domain=Combined2026.01 | 65.05 | |
| NHP Context-Free Data Aug.Domain=ArXiv2026.01 | 64.98 | |
| NSP Loss Context-AwareDomain=ArXiv2026.01 | 64.31 | |
| NTP Hypernym Baseline Fine-TunedDomain=Combined2026.01 | 63.92 | |
| NSP Context-Aware Data Aug.Domain=Combined2026.01 | 63.85 | |
| Base Model Fine-TunedFine-Tuned=true2026.01 | 62.64 | |
| NSP Context-Free Data Aug.Domain=ArXiv2026.01 | 62.56 | |
| NTP Synonym Baseline Fine-TunedDomain=ArXiv2026.01 | 62.29 | |
| NSP Context-Aware Data Aug.Domain=ArXiv2026.01 | 61.97 | |
| NSP Loss Context-AwareDomain=YouTube2026.01 | 61.66 | |
| NSP Loss Context-FreeDomain=YouTube2026.01 | 61.66 | |
| NSP Context-Aware Data Aug.Domain=YouTube2026.01 | 61.62 | |
| NHP Context-Aware Data Aug.Domain=YouTube2026.01 | 60.92 | |
| NTP Synonym Baseline Fine-TunedDomain=Combined2026.01 | 60.76 | |
| MPAC(1.5)message_length=256, base_model=Phi-3.5-mini-instruct2026.02 | 60.68 | |
| NHP Loss Context-AwareDomain=Combined2026.01 | 60.37 | |
| NHP Context-Aware Data Aug.Domain=News2026.01 | 59.98 | |
| NSP Loss Context-FreeDomain=ArXiv2026.01 | 59.87 | |
| MPAC(1.0)message_length=128, base_model=Phi-3.5-mini-instruct2026.02 | 58.67 | |
| NHP Context-Free Data Aug.Domain=News2026.01 | 58.66 | |
| NSP Context-Free Data Aug.Domain=YouTube2026.01 | 58.58 | |
| NHP Context-Free Data Aug.Domain=YouTube2026.01 | 57.84 | |
| NHP Context-Free Data Aug.Domain=Combined2026.01 | 57.76 | |
| NSP Context-Free Data Aug.Domain=News2026.01 | 57.64 | |
| MPAC(1.0)message_length=256, base_model=Phi-3.5-mini-instruct2026.02 | 57.64 | |
| NTP Synonym Baseline Fine-TunedDomain=YouTube2026.01 | 57.61 | |
| NSP Loss Context-FreeDomain=Combined2026.01 | 57.6 | |
| NHP Loss Context-AwareDomain=News2026.01 | 57.57 | |
| NHP Loss Context-FreeDomain=News2026.01 | 57.57 | |
| NSP Loss Context-AwareDomain=Combined2026.01 | 57.29 | |
| NSP Context-Free Data Aug.Domain=Combined2026.01 | 56.79 | |
| MPAC(1.5)message_length=512, base_model=Phi-3.5-mini-instruct2026.02 | 56.66 | |
| MPAC(1.0)message_length=512, base_model=Phi-3.5-mini-instruct2026.02 | 56.13 | |
| NTP Hypernym Baseline Fine-TunedDomain=News2026.01 | 56.08 | |
| NSP Context-Aware Data Aug.Domain=News2026.01 | 55.66 | |
| BiMarkmessage_length=256, base_model=Phi-3.5-mini-instruct2026.02 | 54.16 | |
| NHP Loss Context-AwareDomain=YouTube2026.01 | 48.44 | |
| NHP Loss Context-FreeDomain=YouTube2026.01 | 48.44 | |
| NSP Loss Context-AwareDomain=News2026.01 | 44.58 | |
| Base ModelZero-Shot=true2026.01 | 44.24 | |
| NTP Hypernym Baseline Fine-TunedDomain=YouTube2026.01 | 43.95 | |
| NHP Loss Context-AwareDomain=ArXiv2026.01 | 42.63 | |
| NHP Loss Context-FreeDomain=ArXiv2026.01 | 42.63 | |
| BiMarkmessage_length=512, base_model=Phi-3.5-mini-instruct2026.02 | 35.51 |