Tampered Text Classification on TFR (test)
88.1AccuracyTextShield-R1
Evaluation results
| Method | Links | |
|---|---|---|
| TextShield-R1Fine-tuning=Full training set images2026.02 | 88.1 | |
| SIDA*Fine-tuning=Full training set images, Base MLLM=Qwen2.5-VL-7B2026.02 | 79.2 | |
| Qwen2.5-VL-7BFine-tuning=Full training set images2026.02 | 79.1 | |
| FakeShield*Fine-tuning=Full training set images, Base MLLM=Qwen2.5-VL-7B2026.02 | 79.1 | |
| InternVL3-8BFine-tuning=Full training set images2026.02 | 78.6 | |
| Qwen2.5-VL-3BFine-tuning=Full training set images2026.02 | 77.5 | |
| MiniCPM_V_2.6Fine-tuning=Full training set images2026.02 | 76.2 | |
| InternVL3-2BFine-tuning=Full training set images2026.02 | 75.4 | |
| TextShield-R1Fine-tuning=Full training set images2026.02 | 72.9 | |
| Qwen2.5-VL-3BFine-tuning=Full training set images2026.02 | 72.3 | |
| MiniCPM_V_2.6Fine-tuning=Full training set images2026.02 | 71.7 | |
| SIDA*Fine-tuning=Full training set images, Base MLLM=Qwen2.5-VL-7B2026.02 | 71.4 | |
| SIDAFine-tuning=Full training set images2026.02 | 71.2 | |
| Qwen2.5-VL-7BFine-tuning=Full training set images2026.02 | 71.1 | |
| FakeShield*Fine-tuning=Full training set images, Base MLLM=Qwen2.5-VL-7B2026.02 | 71.1 | |
| InternVL3-8BFine-tuning=Full training set images2026.02 | 70.8 | |
| FakeShieldFine-tuning=Full training set images2026.02 | 70.5 | |
| InternVL3-2BFine-tuning=Full training set images2026.02 | 68.5 | |
| SIDAFine-tuning=Full training set images2026.02 | 62.2 | |
| FakeShieldFine-tuning=Full training set images2026.02 | 62 | |
| GPT4oFine-tuning=None2026.02 | 53.4 | |
| GPT4oFine-tuning=None2026.02 | 51.7 | |
| Qwen2.5-VL-7BFine-tuning=None2026.02 | 49.9 | |
| Qwen2.5-VL-3BFine-tuning=None2026.02 | 48.4 | |
| InternVL3-8BFine-tuning=None2026.02 | 47 | |
| Qwen2.5-VL-3BFine-tuning=None2026.02 | 46.2 | |
| Qwen2.5-VL-7BFine-tuning=None2026.02 | 42.6 | |
| InternVL3-8BFine-tuning=None2026.02 | 40.4 | |
| InternVL3-2BFine-tuning=None2026.02 | 40 | |
| InternVL3-2BFine-tuning=None2026.02 | 33.2 | |
| MiniCPM_V_2.6Fine-tuning=None2026.02 | 31.4 | |
| MiniCPM_V_2.6Fine-tuning=None2026.02 | 30.4 |