Misinformation Detection on Chinese Dataset
88.69macF1LCV
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| LCVCategory=Omission-aware2026.05 | 88.69 | 88.32 | 90.11 | 87.32 | |
| OmiGraphInformation Category=External information-aware, Base Model=NEP2025.12 | 85.85 | 85.96 | 87.11 | 84.6 | |
| OmiGraphCategory=Omission-aware2026.05 | 85.85 | 85.96 | 87.11 | 84.6 | |
| OmiGraphInformation Category=External information-aware, Base Model=MD-PCC2025.12 | 85.64 | 85.77 | 87 | 84.27 | |
| OmiGraphInformation Category=Content-only, Base Model=MSynFD2025.12 | 84.96 | 85.07 | 86.68 | 83.61 | |
| OmiGraphInformation Category=Content-only, Base Model=DualEmo2025.12 | 84.17 | 84.33 | 85.84 | 82.36 | |
| OmiGraphInformation Category=Content-only, Base Model=BERT2025.12 | 84.07 | 84.26 | 85.61 | 82.3 | |
| OmiGraphInformation Category=Content-only, Base Model=PCoT2025.12 | 83.83 | 84.14 | 86.07 | 81.58 | |
| OmiGraphInformation Category=External information-aware, Base Model=RAV2025.12 | 83.54 | 83.67 | 85.55 | 81.84 | |
| OmiGraphInformation Category=Content-only, Base Model=LLM2025.12 | 83.36 | 83.67 | 85.63 | 81.09 | |
| NEPInformation Category=External information-aware2025.12 | 82.88 | 83.11 | 84.86 | 80.9 | |
| NEPCategory=External info.-aware2026.05 | 82.88 | 83.11 | 84.86 | 80.9 | |
| MD-PCCInformation Category=External information-aware2025.12 | 81.68 | 82.05 | 84.27 | 79.09 | |
| MD-PCCCategory=External info.-aware2026.05 | 81.68 | 82.05 | 84.27 | 79.09 | |
| MSynFDInformation Category=Content-only2025.12 | 80.54 | 80.89 | 83.15 | 77.93 | |
| MSynFDCategory=Content-only2026.05 | 80.54 | 80.89 | 83.15 | 77.93 | |
| PCoTInformation Category=Content-only2025.12 | 80.2 | 80.41 | 78.12 | 82.27 | |
| PCoTCategory=Content-only2026.05 | 80.2 | 80.41 | 78.12 | 82.27 | |
| DualEmoInformation Category=Content-only2025.12 | 79.58 | 80.03 | 82.62 | 76.55 | |
| DualEmoCategory=Content-only2026.05 | 79.58 | 80.03 | 82.62 | 76.55 | |
| RAVInformation Category=External information-aware2025.12 | 79.3 | 79.8 | 82.52 | 76.08 | |
| RAVCategory=External info.-aware2026.05 | 79.3 | 79.8 | 82.52 | 76.08 | |
| OmiGraphInformation Category=External information-aware, Base Model=RAFTS2025.12 | 78.7 | 79.28 | 82.22 | 75.17 | |
| BERTInformation Category=Content-only2025.12 | 78.51 | 79.21 | 82.4 | 74.61 | |
| BERTCategory=Content-only2026.05 | 78.51 | 79.21 | 82.4 | 74.61 | |
| RAFTSInformation Category=External information-aware2025.12 | 74.27 | 75.8 | 80.55 | 68 | |
| RAFTSCategory=External info.-aware2026.05 | 74.27 | 75.8 | 80.55 | 68 | |
| LLMInformation Category=Content-only2025.12 | 69.92 | 71.1 | 63.97 | 75.88 | |
| LLMCategory=Content-only2026.05 | 69.92 | 71.1 | 63.97 | 75.88 |