Video Classification on HateMM English (test)
82.1AccuracyMoRE
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MoRETraining Paradigm=Training Based2026.01 | 82.1 | 81 | 76.6 | 80 | 73.5 | |
| CMFusionTraining Paradigm=Training Based2026.01 | 80.2 | 79.1 | 74.4 | 77.1 | 72.2 | |
| BaselineTraining Paradigm=Training Based2026.01 | 79.8 | 78.9 | 75.9 | 73.6 | 78.7 | |
| MARSTraining Paradigm=Training Free, Prompting Strategy=MARS, Backbone=LLaMA42026.01 | 78.4 | 77.8 | 74.4 | 68.6 | 81.4 | |
| MARSTraining Paradigm=Training Free, Prompting Strategy=MARS, Backbone=Qwen2.52026.01 | 75.8 | 75.8 | 75.8 | 62.9 | 95.1 | |
| MARSTraining Paradigm=Training Free, Prompting Strategy=MARS, Backbone=GPT52026.01 | 75.1 | 75 | 75.5 | 61.9 | 96.9 | |
| MARSTraining Paradigm=Training Free, Prompting Strategy=MARS, Backbone=Gemini2.52026.01 | 72.3 | 72.1 | 73.5 | 59.3 | 96.8 | |
| Qwen2.5Training Paradigm=Training Free, Prompting Strategy=Chain-of-Thought Prompt2026.01 | 72.1 | 72 | 73.5 | 59 | 97.2 | |
| Qwen2.5Training Paradigm=Training Free, Prompting Strategy=Simple Prompt2026.01 | 70.3 | 70.2 | 70.9 | 58.2 | 90.8 | |
| LLaMA4Training Paradigm=Training Free, Prompting Strategy=Simple Prompt2026.01 | 69.8 | 69.8 | 70.7 | 57.8 | 91.2 | |
| GPT5Training Paradigm=Training Free, Prompting Strategy=Simple Prompt2026.01 | 68.4 | 68.1 | 71.1 | 55.9 | 97.9 | |
| GPT5Training Paradigm=Training Free, Prompting Strategy=Chain-of-Thought Prompt2026.01 | 68.4 | 68 | 71.1 | 55.9 | 97.8 | |
| LLaMA4Training Paradigm=Training Free, Prompting Strategy=Chain-of-Thought Prompt2026.01 | 66.9 | 66.7 | 69.2 | 53.8 | 96.7 | |
| Gemini2.5Training Paradigm=Training Free, Prompting Strategy=Simple Prompt2026.01 | 62.7 | 61.6 | 67.7 | 51.6 | 98.5 | |
| Gemini2.5Training Paradigm=Training Free, Prompting Strategy=Chain-of-Thought Prompt2026.01 | 60.1 | 58.6 | 66.4 | 49.9 | 98.9 |