Hateful Video Detection on Ex-ImpliHateVid (test)
91.75AccuracyQwen2.5-VL (7B) w/ IARE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Qwen2.5-VL (7B) w/ IAREModality=LLM-based, Enhancement=Implicit reasoning enhancement2026.06 | 91.75 | 91.13 | 92.5 | 91.75 | |
| Qwen2.5-VL (7B) w/ SFTModality=LLM-based, Fine-tuning=Supervised Fine-Tuning2026.06 | 89.5 | 90.72 | 88 | 89.5 | |
| GLM4.1V (9B) w/ IAREModality=LLM-based, Enhancement=Implicit reasoning enhancement2026.06 | 88 | 90.86 | 84.5 | 87.99 | |
| TCLModality=Multimodal2026.06 | 87.53 | 87.96 | 87.52 | 87.73 | |
| GLM4.1V (9B) w/ SFTModality=LLM-based, Fine-tuning=Supervised Fine-Tuning2026.06 | 86.25 | 87.96 | 85 | 85.93 | |
| MulTModality=Multimodal2026.06 | 83.52 | 83.2 | 83.8 | 83.52 | |
| CSIDModality=Multimodal2026.06 | 81.5 | 80.82 | 82.33 | 81.54 | |
| TTMModality=Multimodal2026.06 | 80.58 | 78.45 | 80.62 | 80.53 | |
| Qwen2.5-VL (7B)Modality=LLM-based, Fine-tuning=Zero-shot2026.06 | 77.5 | 95.08 | 58 | 76.61 | |
| ViTModality=Unimodal2026.06 | 76.55 | 76.58 | 76.56 | 76.84 | |
| BERTModality=Unimodal2026.06 | 69.07 | 69.07 | 69.07 | 68.84 | |
| GLM4.1V (9B)Modality=LLM-based, Fine-tuning=Zero-shot2026.06 | 56.5 | 90.63 | 14.5 | 47.18 | |
| MFCCModality=Unimodal2026.06 | 49.87 | 24.93 | 50 | 66.55 |