| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Weibo 17 | MaLSF | Accuracy93.5 | 8 | 19d ago | |
| Weibo 21 | MaLSF | Accuracy95.5 | 7 | 19d ago | |
| AMG (test) | ExDR | Accuracy86.1 | 6 | 1mo ago | |
| DGM4 Avg. | Ours | Macro F1 (multimodal)79.38 | 5 | 4d ago | |
| DGM4 5% budget | Ours | Macro F1 (Multi)79.34 | 5 | 4d ago | |
| DGM4 1% budget | Qwen + SFT | Macro F1 (Multi)79.47 | 5 | 4d ago | |
| DGM4 0.25% budget | Ours | Macro F1 (multi)79.66 | 5 | 4d ago | |
| Weibo 100 samples supervision budget | Qwen + SFT | Macro F1 (Multimodal)94.29 | 5 | 4d ago |
