A Cognitive Paradigm Approach to Probe the Perception-Reasoning Interface in VLMs

Benchmark Model Rank Results
few-shot-image-classification-on-bongard-hoiGPT-4o + CA–Avg. Accuracy: 77.3
few-shot-image-classification-on-bongard-hoiGemini 2.0 + CA–Avg. Accuracy: 74.5
visual-reasoning-on-bongard-openworldGPT-4o + CA–2-Class Accuracy: 92.8
visual-reasoning-on-bongard-openworldGemini-2.0 + CA–2-Class Accuracy: 93.6
visual-reasoning-on-winogroundGPT-4o + CA–Text Score: 75.5Image Score: 58.5Group Score: 52