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

Mona Gandhi, Cenk Merih Olcay, Kuan-Chieh Lo +3

Vision-language models (VLMs) often struggle with compositional reasoning tasks, but the reasons for this underperformance remain unclear. A common hypothesis is that models strugg…