Modality Preference Steering on MC2 Text Preference 1.0 (test)
83.2Sport ScoreQwen2.5VL-7B-AMPS
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Qwen2.5VL-7B-AMPSBackbone=Qwen2.5-VL-7B, Steering Type=Adaptive Modality Preference Steering2026.02 | 83.2 | 80.8 | 68 | 77.6 | 50.8 | 82 | 96.8 | 70.4 | 76.2 | |
| Qwen2VL-7BBackbone=Qwen2-VL-7B2026.02 | 69.6 | 67.6 | 84.4 | 50.8 | 82.8 | 57.6 | 54.8 | 41.2 | 63.6 | |
| CoT PromptingSteering Type=Chain of Thought Prompting2026.02 | 27.2 | 63.6 | 83.6 | 62.8 | 75.6 | 53.2 | 58 | 20.4 | 55.6 | |
| Few shotSteering Type=Few-shot Prompting2026.02 | 21 | 77 | 89 | 73 | 73 | 60 | 70 | 42 | 63.1 | |
| Inst DesignSteering Type=Instructional Prompt Design2026.02 | 14.4 | 46.8 | 72.8 | 40.4 | 55.6 | 24.4 | 35.6 | 11.6 | 37.7 | |
| MLLM-onlySteering Type=None (Base Model)2026.02 | 12.8 | 46 | 68.8 | 38 | 39.6 | 20 | 43.6 | 14 | 35.4 |