Modality Preference Steering on MC2 Vision Preference 1.0 (test)
78.8SportQwen2VL-7B
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Qwen2VL-7BBackbone=Qwen2-VL-7B2026.02 | 78.8 | 35.6 | 38.8 | 29.6 | 22.4 | 56.4 | 45.2 | 78.4 | 48.1 | |
| Qwen2.5VL-7B-AMPSBackbone=Qwen2.5-VL-7B, Steering Type=Adaptive Modality Preference Steering2026.02 | 67.6 | 68 | 85.6 | 66.8 | 88.8 | 71.2 | 52.8 | 83.2 | 73 | |
| Inst DesignSteering Type=Instructional Prompt Design2026.02 | 60.8 | 24 | 20 | 20.4 | 10.8 | 32 | 27.2 | 63.2 | 32.3 | |
| CoT PromptingSteering Type=Chain of Thought Prompting2026.02 | 57.6 | 27.6 | 16 | 18 | 21.6 | 35.6 | 44.4 | 52.4 | 34.2 | |
| Few shotSteering Type=Few-shot Prompting2026.02 | 32 | 12 | 10 | 11 | 2 | 25 | 9 | 38 | 17.2 | |
| MLLM-onlySteering Type=None (Base Model)2026.02 | 26.4 | 12.4 | 0.8 | 13.2 | 4 | 16 | 11.6 | 38 | 15.3 |