Zhejun Zhao

Multi-agent debate and self-reflection can dramatically improve multimodal stance detection, even when text and images present conflicting signals.

Models can learn to self-differentiate between tasks requiring rigorous planning versus direct generation in creative writing, unlocking a new level of meta-cognitive ability.