See First, Answer Later: Visual Evidence Pre-Alignment via Sufficiency-Driven RL

Yilian Liu, Sicong Leng, Guoshun Nan +7

Multimodal large language models (MLLMs) integrate strong text reasoning with visual inputs, yet their responses can be inconsistent with the underlying images, indicating ineffect…