Misinformation Detection on English Dataset
78.64Macro F1LCV
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| LCVCategory=Omission-aware2026.05 | 78.64 | 80.84 | 79.26 | 78.02 | |
| OmiGraphInformation Category=Content-only, Base Model=MSynFD2025.12 | 76.08 | 76.47 | 75.86 | 75.28 | |
| OmiGraphCategory=Omission-aware2026.05 | 76.08 | 76.47 | 75.86 | 75.28 | |
| OmiGraphInformation Category=External information-aware, Base Model=NEP2025.12 | 75.96 | 76.47 | 75.86 | 75.28 | |
| OmiGraphInformation Category=External information-aware, Base Model=MD-PCC2025.12 | 75.72 | 75.93 | 76.5 | 74.56 | |
| OmiGraphInformation Category=Content-only, Base Model=DualEmo2025.12 | 75.57 | 75.63 | 76.5 | 74.56 | |
| OmiGraphInformation Category=Content-only, Base Model=BERT2025.12 | 75.3 | 75.32 | 75.41 | 75.19 | |
| OmiGraphInformation Category=External information-aware, Base Model=RAV2025.12 | 74.33 | 74.35 | 74.86 | 73.81 | |
| MSynFDInformation Category=Content-only2025.12 | 73.17 | 73.19 | 73.24 | 73.09 | |
| MSynFDCategory=Content-only2026.05 | 73.17 | 73.19 | 73.24 | 73.09 | |
| NEPInformation Category=External information-aware2025.12 | 72.74 | 72.78 | 73.83 | 71.65 | |
| NEPCategory=External info.-aware2026.05 | 72.74 | 72.78 | 73.83 | 71.65 | |
| OmiGraphInformation Category=Content-only, Base Model=LLM2025.12 | 72.59 | 73.05 | 76.1 | 69.08 | |
| MD-PCCInformation Category=External information-aware2025.12 | 72.27 | 72.43 | 74.34 | 70.21 | |
| MD-PCCCategory=External info.-aware2026.05 | 72.27 | 72.43 | 74.34 | 70.21 | |
| DualEmoInformation Category=Content-only2025.12 | 71.94 | 72 | 73.22 | 70.65 | |
| DualEmoCategory=Content-only2026.05 | 71.94 | 72 | 73.22 | 70.65 | |
| RAVInformation Category=External information-aware2025.12 | 71.89 | 71.97 | 73.36 | 70.41 | |
| RAVCategory=External info.-aware2026.05 | 71.89 | 71.97 | 73.36 | 70.41 | |
| BERTInformation Category=Content-only2025.12 | 71.11 | 71.35 | 73.67 | 70.25 | |
| BERTCategory=Content-only2026.05 | 71.11 | 71.35 | 73.67 | 70.25 | |
| OmiGraphInformation Category=Content-only, Base Model=PCoT2025.12 | 70.62 | 71.96 | 76.49 | 65.63 | |
| OmiGraphInformation Category=External information-aware, Base Model=RAFTS2025.12 | 67.71 | 69.07 | 73.81 | 64.01 | |
| PCoTInformation Category=Content-only2025.12 | 65.08 | 65.09 | 64.34 | 64.81 | |
| PCoTCategory=Content-only2026.05 | 65.08 | 65.09 | 64.34 | 64.81 | |
| RAFTSInformation Category=External information-aware2025.12 | 60.16 | 60.49 | 60.19 | 62.08 | |
| RAFTSCategory=External info.-aware2026.05 | 60.16 | 60.49 | 60.19 | 62.08 | |
| LLMInformation Category=Content-only2025.12 | 55.56 | 57.79 | 45.61 | 65.52 | |
| LLMCategory=Content-only2026.05 | 55.56 | 57.79 | 45.61 | 65.52 |