Spam Detection on SPAMASSASSIN SPAM
98.91AccuracyNHP Context-Free Data Aug.
Evaluation results
| Method | Links | |
|---|---|---|
| NHP Context-Free Data Aug.Domain=ArXiv2026.01 | 98.91 | |
| NSP Context-Free Data Aug.Domain=News2026.01 | 98.75 | |
| NHP Context-Aware Data Aug.Domain=ArXiv2026.01 | 98.44 | |
| NHP Context-Free Data Aug.Domain=YouTube2026.01 | 98.44 | |
| NSP Loss Context-AwareDomain=ArXiv2026.01 | 98.28 | |
| NHP Loss Context-AwareDomain=ArXiv2026.01 | 98.28 | |
| NHP Loss Context-FreeDomain=ArXiv2026.01 | 98.28 | |
| NSP Context-Free Data Aug.Domain=YouTube2026.01 | 98.28 | |
| NSP Context-Aware Data Aug.Domain=ArXiv2026.01 | 98.13 | |
| NSP Context-Aware Data Aug.Domain=News2026.01 | 98.13 | |
| NTP Hypernym Baseline Fine-TunedDomain=YouTube2026.01 | 98.13 | |
| Base Model Fine-TunedFine-Tuned=true2026.01 | 98.13 | |
| NHP Context-Aware Data Aug.Domain=News2026.01 | 97.97 | |
| NTP Hypernym Baseline Fine-TunedDomain=News2026.01 | 97.97 | |
| NSP Loss Context-AwareDomain=Combined2026.01 | 97.82 | |
| NSP Context-Free Data Aug.Domain=Combined2026.01 | 97.82 | |
| NTP Synonym Baseline Fine-TunedDomain=YouTube2026.01 | 97.82 | |
| NHP Context-Free Data Aug.Domain=News2026.01 | 97.66 | |
| NSP Context-Aware Data Aug.Domain=YouTube2026.01 | 97.5 | |
| NTP Hypernym Baseline Fine-TunedDomain=ArXiv2026.01 | 97.5 | |
| NHP Loss Context-AwareDomain=News2026.01 | 96.88 | |
| NHP Loss Context-FreeDomain=News2026.01 | 96.88 | |
| NSP Context-Free Data Aug.Domain=ArXiv2026.01 | 96.72 | |
| NSP Loss Context-AwareDomain=News2026.01 | 96.57 | |
| NSP Loss Context-FreeDomain=YouTube2026.01 | 96.57 | |
| NSP Loss Context-FreeDomain=Combined2026.01 | 96.57 | |
| NHP Loss Context-AwareDomain=Combined2026.01 | 96.57 | |
| NTP Hypernym Baseline Fine-TunedDomain=Combined2026.01 | 96.1 | |
| NSP Loss Context-AwareDomain=YouTube2026.01 | 95.32 | |
| NHP Context-Free Data Aug.Domain=Combined2026.01 | 94.85 | |
| NHP Loss Context-AwareDomain=YouTube2026.01 | 94.7 | |
| NHP Loss Context-FreeDomain=YouTube2026.01 | 94.7 | |
| NSP Context-Aware Data Aug.Domain=Combined2026.01 | 92.04 | |
| NHP Context-Aware Data Aug.Domain=Combined2026.01 | 91.89 | |
| NTP Synonym Baseline Fine-TunedDomain=Combined2026.01 | 91.89 | |
| NTP Synonym Baseline Fine-TunedDomain=News2026.01 | 91.11 | |
| NHP Context-Aware Data Aug.Domain=YouTube2026.01 | 90.64 | |
| NSP Loss Context-FreeDomain=ArXiv2026.01 | 89.7 | |
| NTP Synonym Baseline Fine-TunedDomain=ArXiv2026.01 | 87.21 | |
| NHP Loss Context-FreeDomain=Combined2026.01 | 81.9 | |
| Base ModelZero-Shot=true2026.01 | 65.05 | |
| NSP Loss Context-FreeDomain=News2026.01 | 63.34 |