Act2Answer - Living World: leaderboard

Metric: Soft success rate (%; 150 binary-choice items from OK-VQA, 300 episodes; answer by placing a cube on the chosen image tile in a Simpler tabletop episode, original and left/right-swapped layouts, chance 50). Source: arxiv.org. Saturation forecast: Rough model projection: around 2026. 6 models tracked.

Top models

#ModelScore
1Magma-8B77
2InternVLA-M158
3Xiaomi-Robotics-R056
4OpenVLA52
5SpatialVLA49
6π045

Interactive version: theaggregate.ai/benchmark?slug=act2answer-living-world · How It Works · Data refreshed daily, snapshot 2026-09-25.