Perception Test 2026: Challenge Summary and Extension to City-scale Audio-Visual Reasoning
The Perception Test 2026 challenge explored spatial intelligence using video QA and introduced city-scale tasks like KilometerVision and KilometerAudio. Winning solutions showed that complex spatial reasoning requires expensive agentic pipelines, while standalone multimodal models struggle. The best generalist model achieved satisfactory performance across all tracks.