Kuan-Chieh Lo

Diagnosing the Sources of Compositional Failure in Vision-Language Models: A Controlled Analysis

Vision-language models (VLMs) often struggle with compositional reasoning tasks, but the reasons for this underperformance remain unclear. A common hypothesis is that models struggle to integrate multiple components, leading to training interventions to improve compositional binding. However, this assumption has never...