MYOPIA: Understanding the Limits of Tree-Based Reasoning in Vision-Language Models

Islam Mesabah, Sary Elmansoury, Gerrit Großmann +2

Decision trees can make vision-language model (VLM) classification interpretable by replacing a single prediction with a sequence of root-to-leaf questions. However, the accuracy c…