SupplementaryMaterialfor Geoclidean: Few-ShotGeneralization inEuclideanGeometry

Participants were recruited on Prolific [Palan and Schitter, 2018], and compensated withanhourlywageof $15.8. SeeFigure 1foranexample of a survey question given to participants,hostedonQualtrics. You may decline to answer any or all of the following questions. Your anonymity is assured; the researchers who have requested your participation will not receive any personalinformationaboutyou". A.4 FeatureVisualizations We provide visualizations of low-level features from ResNet50 and the Vision Transformer on a variety of rendered Geoclidean images. In contrast, the third Geoclideantask is difficult for both vision models, highlighting the intended difficulty of Euclidean geometric reasoning -why our task is especially interesting.