From Rendering to Reasoning: Measuring Cognitive Intelligence in World Models

Current world models excel at generating visually convincing content but lack metrics to measure actual cognitive understanding. WM Bench introduces the first comprehensive benchmark evaluating perception, cognition, and embodiment across 100 scenarios, shifting focus from output quality to real reasoning capability. This is critical for developing AI systems that make intelligent decisions in dynamic environments rather than simply produce photorealistic visuals.