Machine Heart

Sep 20, 2026 · Artificial Intelligence

VBVR-Pro: 300 Visual Reasoning Tasks, Verifiable Rewards, and a Unified Training Framework

VBVR-Pro introduces a comprehensive framework for native visual reasoning, featuring 300 tasks, 1.25M training samples in video and interleaved formats, verifiable scorers for 100 tasks, benchmarking of 30+ models, and demonstration that verifiable rewards enable reinforcement learning to improve visual reasoning capabilities.