Logical Fallacy Detection on LOGICAL FALLACY (LOG)
74.2AccuracyDYNAMIC+EXP+PAT.
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DYNAMIC+EXP+PAT.Model=o4-mini2026.06 | 74.2 | 68.9 | |
| PATTERNSModel=gpt-4o2026.06 | 73.5 | 66.5 | |
| NSP Context-Free Data Aug.Domain=News2026.01 | 54.73 | — | |
| NSP Loss Context-FreeDomain=News2026.01 | 53.48 | — | |
| NHP Loss Context-FreeDomain=Combined2026.01 | 53.23 | — | |
| NHP Loss Context-AwareDomain=ArXiv2026.01 | 52.99 | — | |
| NHP Loss Context-FreeDomain=ArXiv2026.01 | 52.99 | — | |
| NSP Context-Free Data Aug.Domain=Combined2026.01 | 52.99 | — | |
| NHP Context-Free Data Aug.Domain=News2026.01 | 52.99 | — | |
| NSP Loss Context-AwareDomain=YouTube2026.01 | 52.74 | — | |
| NSP Loss Context-FreeDomain=YouTube2026.01 | 52.74 | — | |
| NHP Loss Context-AwareDomain=Combined2026.01 | 52.74 | — | |
| NTP Synonym Baseline Fine-TunedDomain=Combined2026.01 | 52.74 | — | |
| NHP Loss Context-AwareDomain=News2026.01 | 52.24 | — | |
| NSP Context-Aware Data Aug.Domain=ArXiv2026.01 | 52.24 | — | |
| NSP Loss Context-AwareDomain=Combined2026.01 | 51.99 | — | |
| NHP Context-Aware Data Aug.Domain=News2026.01 | 51.74 | — | |
| NTP Hypernym Baseline Fine-TunedDomain=ArXiv2026.01 | 51.74 | — | |
| NSP Loss Context-AwareDomain=News2026.01 | 51.49 | — | |
| NSP Context-Free Data Aug.Domain=YouTube2026.01 | 51.49 | — | |
| NHP Context-Free Data Aug.Domain=ArXiv2026.01 | 51.49 | — | |
| NTP Synonym Baseline Fine-TunedDomain=News2026.01 | 51.49 | — | |
| NTP Hypernym Baseline Fine-TunedDomain=News2026.01 | 51.49 | — | |
| NSP Context-Aware Data Aug.Domain=Combined2026.01 | 51.24 | — | |
| NHP Context-Free Data Aug.Domain=YouTube2026.01 | 51.24 | — | |
| NTP Hypernym Baseline Fine-TunedDomain=YouTube2026.01 | 51 | — | |
| NHP Context-Aware Data Aug.Domain=YouTube2026.01 | 50.5 | — | |
| NHP Loss Context-AwareDomain=YouTube2026.01 | 49.5 | — | |
| NHP Loss Context-FreeDomain=YouTube2026.01 | 49.5 | — | |
| NTP Hypernym Baseline Fine-TunedDomain=Combined2026.01 | 49.25 | — | |
| Base Model Fine-TunedFine-Tuned=true2026.01 | 49 | — | |
| Jeong et al.2026.06 | 49 | 37 | |
| NTP Synonym Baseline Fine-TunedDomain=ArXiv2026.01 | 48.76 | — | |
| NHP Context-Aware Data Aug.Domain=ArXiv2026.01 | 48.51 | — | |
| NHP Context-Free Data Aug.Domain=Combined2026.01 | 48.51 | — | |
| NSP Loss Context-AwareDomain=ArXiv2026.01 | 48.26 | — | |
| NSP Loss Context-FreeDomain=ArXiv2026.01 | 48.26 | — | |
| NSP Context-Aware Data Aug.Domain=YouTube2026.01 | 48.01 | — | |
| NHP Context-Aware Data Aug.Domain=Combined2026.01 | 47.76 | — | |
| NHP Loss Context-FreeDomain=News2026.01 | 46.52 | — | |
| NTP Synonym Baseline Fine-TunedDomain=YouTube2026.01 | 44.78 | — | |
| NSP Context-Free Data Aug.Domain=ArXiv2026.01 | 38.31 | — | |
| NSP Loss Context-FreeDomain=Combined2026.01 | 17.16 | — | |
| NSP Context-Aware Data Aug.Domain=News2026.01 | 9.7 | — | |
| Base ModelZero-Shot=true2026.01 | 0.71 | — | |
| Pan et al.2026.06 | — | 50.5 |