Misinformation Detection on PolitiFact
96.43AccuracyPAMAS
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| PAMASCategory=Multi-Agent Method2026.02 | 96.43 | 95.53 | 97.06 | 95.94 | 97.33 | |
| BREAKCategory=Deep Learning Method2026.02 | 94.65 | 94.78 | 94.93 | 95.02 | 94.25 | |
| DyLANCategory=Multi-Agent Method2026.02 | 94.24 | 93.29 | 95.23 | 94.75 | 96.04 | |
| LayerCategory=Multi-Agent Method2026.02 | 94.04 | 92.85 | 94.96 | 93.53 | 96.25 | |
| StarCategory=Multi-Agent Method2026.02 | 93.78 | 94.32 | 93.85 | 94.36 | 94.27 | |
| ChainCategory=Multi-Agent Method2026.02 | 93.43 | 92.38 | 94.78 | 93.83 | 93.05 | |
| GraphCategory=Multi-Agent Method2026.02 | 93.32 | 94.56 | 93.25 | 93.74 | 96.86 | |
| TreeCategory=Multi-Agent Method2026.02 | 93.14 | 92.82 | 94.02 | 93.93 | 93.32 | |
| Vanilla-AgentCategory=Multi-Agent Method2026.02 | 92.65 | 88.34 | 90.26 | 89.85 | 90.84 | |
| MLPCategory=Deep Learning Method2026.02 | 91.48 | 89 | 91.06 | 89.94 | 91.36 | |
| AMPENDTraining Data=In-domain2025.12 | 88.54 | 90.26 | 86.32 | 88.25 | — | |
| Vanilla-LLMCategory=Multi-Agent Method2026.02 | 87.23 | 85.29 | 87.51 | 86.37 | 87.65 | |
| AMPEND-LSTraining Data=MMCoVaR2025.12 | 83.09 | 85.87 | 83.09 | 84.46 | — | |
| AMPEND-LSTraining Data=GossipCop2025.12 | 82.78 | 84.67 | 80.73 | 82.65 | — | |
| AMPEND-LSTraining Data=GossipCop + MMCoVaR2025.12 | 79.41 | 84.4 | 74.26 | 79.01 | — | |
| BREAKTraining Data=MMCoVaR2025.12 | 71.27 | 69.79 | 66.32 | 68.01 | — | |
| MGCATraining Data=GossipCop + MMCoVaR2025.12 | 70.56 | 77.32 | 64.95 | 70.6 | — | |
| BREAKTraining Data=GossipCop + MMCoVaR2025.12 | 68.45 | 68.43 | 62.92 | 65.56 | — | |
| BREAKTraining Data=GossipCop2025.12 | 56.97 | 58.35 | 55.55 | 56.92 | — | |
| MGCATraining Data=GossipCop2025.12 | 43.41 | 41.89 | 44.94 | 43.36 | — | |
| MGCATraining Data=MMCoVaR2025.12 | 41.94 | 43.81 | 44.04 | 43.92 | — |