Fake News Detection on Weibo
96.1AccuracyRAMM
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| RAMM2026.04 | 96.1 | — | — | 98.9 | — | — | 95.9 | — | — | — | — | |
| IDO2026.06 | 94.7 | 94.9 | 94.6 | — | — | — | — | 92.9 | 97 | 96.9 | 92.4 | |
| NRFE2026.04 | 94.5 | — | — | 97.8 | — | — | 94.4 | — | — | — | — | |
| GSFND2026.04 | 93.8 | — | — | 97.5 | — | — | 93.7 | — | — | — | — | |
| AVOIDCategory=Our Method2026.01 | 93.6 | — | — | — | 93 | 93.2 | 93.4 | — | — | — | — | |
| MIMoE-FND2026.06 | 92.8 | 92.8 | 92.7 | — | — | — | — | 94.2 | 91.3 | 91.3 | 94.2 | |
| AdstyleCategory=LLM-Enhanced2026.01 | 91.8 | — | — | — | 91.3 | 91.7 | 91.6 | — | — | — | — | |
| BMR2026.06 | 91.8 | 91.4 | 90.4 | — | — | — | — | 88.2 | 94.8 | 94.2 | 87.9 | |
| RaCMC2026.06 | 91.5 | 91.7 | 91.4 | — | — | — | — | 91 | 92.4 | 92.1 | 90.6 | |
| MIMOE-FNDCategory=Content-Based2026.01 | 91.2 | — | — | — | 91.7 | 91.8 | 90.9 | — | — | — | — | |
| GenFENDCategory=LLM-Enhanced2026.01 | 91 | — | — | — | 90.6 | 91 | 90.7 | — | — | — | — | |
| ARGCategory=LLM-Enhanced2026.01 | 90.8 | — | — | — | 91.3 | 90.2 | 90.5 | — | — | — | — | |
| FND-CLIP2026.06 | 90.7 | 90.8 | 90.7 | — | — | — | — | 91.4 | 90.1 | 91.4 | 90.1 | |
| SheepDogCategory=LLM-Enhanced2026.01 | 90.5 | — | — | — | 90.8 | 90.2 | 90.9 | — | — | — | — | |
| SNIFFER*2026.04 | 90.3 | — | — | 95.7 | — | — | 90.2 | — | — | — | — | |
| MSACA2026.06 | 90.3 | 90.3 | 90.2 | — | — | — | — | 93.5 | 87.3 | 87.2 | 93.5 | |
| BREAKCategory=Content-Based2026.01 | 89.9 | — | — | — | 90.1 | 89.7 | 89.9 | — | — | — | — | |
| HMCANCategory=Content-Based2026.01 | 89.6 | — | — | — | 91.2 | 88.1 | 89 | — | — | — | — | |
| SpotFake2026.06 | 89.2 | 93.2 | 73.9 | — | — | — | — | 90.2 | 96.4 | 84.7 | 65.6 | |
| CSFNDCategory=Content-Based2026.01 | 88.6 | — | — | — | 87.4 | 88.2 | 87.4 | — | — | — | — | |
| L-DefenseCategory=LLM-Enhanced2026.01 | 87.5 | — | — | — | 87.4 | 87.5 | 87.5 | — | — | — | — | |
| BLIP2*2026.04 | 87.2 | — | — | 94.3 | — | — | 87.1 | — | — | — | — | |
| BERTCategory=Content-Based2026.01 | 86.3 | — | — | — | 86.8 | 85.4 | 85.9 | — | — | — | — | |
| HANCategory=Content-Based2026.01 | 86.3 | — | — | — | 86.3 | 85.5 | 85.8 | — | — | — | — | |
| dEFENDCategory=Content-Based2026.01 | 85.7 | — | — | — | 86.5 | 84.3 | 85 | — | — | — | — | |
| ALGMCategory=Content-Based2026.01 | 85.4 | — | — | — | 85.8 | 86.1 | 86.6 | — | — | — | — | |
| CAFE2026.06 | 84 | 84.2 | 83.7 | — | — | — | — | 85.5 | 83 | 82.5 | 85.1 | |
| CAFECategory=Content-Based2026.01 | 83.6 | — | — | — | 85.7 | 83.7 | 84.7 | — | — | — | — | |
| EANN2026.06 | 82.7 | 82.9 | 82.5 | — | — | — | — | 84.7 | 81.2 | 80.7 | 84.3 | |
| SAFE2026.06 | 76.2 | 77.4 | 74.8 | — | — | — | — | 83.1 | 72.4 | 69.5 | 81.1 | |
| DIVERCategory=Ours2026.01 | 0.958 | 0.952 | 0.957 | 0.982 | — | — | — | — | — | — | — | |
| Qwen-1.8BCategory=Large Language Models2026.01 | 0.936 | 0.938 | 0.934 | 0.969 | — | — | — | — | — | — | — | |
| KENCategory=Multimodal multi-domain methods2026.01 | 0.935 | 0.935 | 0.934 | 0.967 | — | — | — | — | — | — | — | |
| Qwen 2.5-7BCategory=Large Language Models2026.01 | 0.931 | 0.933 | 0.93 | 0.965 | — | — | — | — | — | — | — | |
| SEERCategory=Multimodal single-domain methods2026.01 | 0.929 | 0.928 | 0.939 | 0.934 | — | — | — | — | — | — | — | |
| MIMoE-FNDCategory=Multimodal multi-domain methods2026.01 | 0.928 | 0.928 | 0.928 | 0.972 | — | — | — | — | — | — | — | |
| LIFECategory=Detection methods that reasoning LLMs2026.01 | 0.924 | 0.94 | 0.921 | 0.958 | — | — | — | — | — | — | — | |
| GLPN-LLMCategory=Detection methods that reasoning LLMs2026.01 | 0.92 | 0.939 | 0.939 | 0.954 | — | — | — | — | — | — | — | |
| BMRCategory=Multimodal single-domain methods2026.01 | 0.918 | 0.914 | 0.904 | 0.954 | — | — | — | — | — | — | — | |
| RaCMCCategory=Multimodal single-domain methods2026.01 | 0.915 | 0.917 | 0.914 | 0.921 | — | — | — | — | — | — | — | |
| FND-CLIPCategory=Multimodal multi-domain methods2026.01 | 0.907 | 0.908 | 0.907 | 0.953 | — | — | — | — | — | — | — | |
| Llama3.1-8bCategory=Large Language Models2026.01 | 0.895 | 0.89 | 0.898 | 0.945 | — | — | — | — | — | — | — | |
| INSIDECategory=Detection methods that reasoning LLMs2026.01 | 0.881 | 0.684 | 0.932 | 0.91 | — | — | — | — | — | — | — | |
| Llama3.2-3BCategory=Large Language Models2026.01 | 0.872 | 0.865 | 0.878 | 0.925 | — | — | — | — | — | — | — | |
| CAFECategory=Multimodal single-domain methods2026.01 | 0.84 | 0.842 | 0.837 | 0.892 | — | — | — | — | — | — | — | |
| EANNCategory=Multimodal multi-domain methods2026.01 | 0.827 | 0.829 | 0.825 | 0.873 | — | — | — | — | — | — | — | |
| SAFECategory=Multimodal single-domain methods2026.01 | 0.762 | 0.774 | 0.748 | 0.824 | — | — | — | — | — | — | — |