Misinformation Detection on CoAID
99.42AccuracyTEGRA
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TEGRAGraph Extraction=OpenIE6, Triple Selection=True2026.02 | 99.42 | 98.3 | — | — | |
| TEGGraph Extraction=KGI2026.02 | 99.41 | 97.75 | — | — | |
| TEGRAGraph Extraction=KGI, Triple Selection=True2026.02 | 99.26 | 97.15 | — | — | |
| TEGRAGraph Extraction=KGI, Triple Selection=False2026.02 | 99.02 | 97.1 | — | — | |
| TEGGraph Extraction=OpenIE62026.02 | 99 | 97.06 | — | — | |
| TEGRAGraph Extraction=OpenIE6, Triple Selection=False2026.02 | 98.85 | 96.55 | — | — | |
| BERTConfiguration=Baselines2026.02 | 98.72 | 95.95 | — | — | |
| RoBERTaConfiguration=Baselines2026.02 | 98.42 | 95.25 | — | — | |
| Tsetlin machineConfiguration=Baselines2026.02 | 98.17 | 94.12 | — | — | |
| EDDFN2026.04 | 97 | 86 | 87 | 86 | |
| DITFEND2026.04 | 97 | 94 | 86 | 84 | |
| FuDFEND2026.04 | 96 | 94 | 87 | 80 | |
| CoALFake2026.04 | 96 | 95 | 91 | 88 | |
| MDFEND2026.04 | 95 | 93 | 89 | 87 | |
| CoALFakeAblation=(-) Domain-shared2026.04 | 94 | 93 | 89 | 87 | |
| SAFE2026.04 | 93 | 74 | 75 | 74 | |
| AE2026.04 | 92 | 67 | 68 | 67 | |
| SLFEND2026.04 | 92 | 95 | 86 | 85 | |
| CoALFakeAblation=(-) Domain-specific2026.04 | 92 | 93 | 88 | 87 | |
| HPNF + LIWCFeatures=LIWC2026.04 | 91 | 69 | 68 | 70 | |
| HPNF2026.04 | 90 | 67 | 65 | 69 | |
| DeClarEConfiguration=Baselines2026.02 | 89.98 | 93.96 | — | — | |
| CoALFakeAblation=(-) Cross-Attention2026.04 | 87 | 90 | 81 | 87 | |
| LLMConfiguration=Baselines, Shots=0-shot2026.02 | 84.43 | 65.86 | — | — | |
| LLMConfiguration=Baselines, Shots=3-shots2026.02 | 77.29 | 56.94 | — | — | |
| GPT-3.5 turboMode=Prompting2026.04 | 62 | 61 | 61 | 61 |