From Pixels to BFS: High Maze Accuracy Does Not Imply Visual Planning

Alberto G. Rodriguez Salgado

How do multimodal models solve visual spatial tasks -- through genuine planning, or through brute-force search in token space? We introduce \textsc{MazeBench}, a benchmark of 110 p…