Looks the Same, Answers Differently: Flip-Direction Steering for Robust Vision-Language Reasoning

Yeonsung Jung, Joonhyun Jeong, Hoang Pham +4

Vision-language models (VLMs) achieve strong visual reasoning performance, yet subtle changes from routine image capture and processing can alter their reasoning trajectories even…