Video Classification on MultiHateClip Chinese (test)
75.9AccuracyMARS
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MARSTraining Paradigm=Training Free, Prompting Strategy=MARS, Backbone=Qwen2.52026.01 | 75.9 | 71.3 | 59.8 | 65.6 | 54.9 | |
| LLaMA4Training Paradigm=Training Free, Prompting Strategy=Chain-of-Thought Prompt2026.01 | 72.1 | 63.7 | 46.5 | 62.2 | 37.1 | |
| Qwen2.5Training Paradigm=Training Free, Prompting Strategy=Chain-of-Thought Prompt2026.01 | 71.3 | 69.3 | 60.5 | 55.6 | 66.4 | |
| MARSTraining Paradigm=Training Free, Prompting Strategy=MARS, Backbone=Gemini2.52026.01 | 70.5 | 63.7 | 48.2 | 57.4 | 41.9 | |
| GPT5Training Paradigm=Training Free, Prompting Strategy=Chain-of-Thought Prompt2026.01 | 70.4 | 62.4 | 44.9 | 57.2 | 37.3 | |
| Qwen2.5Training Paradigm=Training Free, Prompting Strategy=Simple Prompt2026.01 | 70.3 | 60.8 | 41.6 | 59.8 | 32.4 | |
| MARSTraining Paradigm=Training Free, Prompting Strategy=MARS, Backbone=LLaMA42026.01 | 70.3 | 54.9 | 28.6 | 60.6 | 18.9 | |
| MARSTraining Paradigm=Training Free, Prompting Strategy=MARS, Backbone=GPT52026.01 | 70.2 | 58.7 | 36.8 | 60 | 26.7 | |
| MoRETraining Paradigm=Training Based2026.01 | 69.6 | 60.2 | 40.8 | 57.1 | 31.7 | |
| LLaMA4Training Paradigm=Training Free, Prompting Strategy=Simple Prompt2026.01 | 68.7 | 58.9 | 38.7 | 63.3 | 27.9 | |
| GPT5Training Paradigm=Training Free, Prompting Strategy=Simple Prompt2026.01 | 68.7 | 63.3 | 49.1 | 54.7 | 44.6 | |
| CMFusionTraining Paradigm=Training Based2026.01 | 68.6 | 61.4 | 44.9 | 53.5 | 39.3 | |
| BaselineTraining Paradigm=Training Based2026.01 | 68.3 | 64 | 51.8 | 51.8 | 53.1 | |
| Gemini2.5Training Paradigm=Training Free, Prompting Strategy=Simple Prompt2026.01 | 67.3 | 64.9 | 55.7 | 51.3 | 60.9 | |
| Gemini2.5Training Paradigm=Training Free, Prompting Strategy=Chain-of-Thought Prompt2026.01 | 66.9 | 65.6 | 59 | 49.9 | 72.6 |