Robo2Process: Benchmarking and Learning Process-Aware Understanding in Vision-Language Robotic Manipulation
RoboProcessBench is a diagnostic benchmark testing how vision-language models judge ongoing robotic manipulation by breaking it into 12 question families covering static monitoring and dynamic reasoning. The framework decomposes long actions into local process units, providing structured supervision that improves VLM understanding of progress, state, and temporal consistency.