Figure 2: Workflow of OHM. Given a structured visual representation and a task-specific question,
the orchestration agent routes the input to perception agents that recover entities and relations. The
validation module examines the recovered graph with support from the ontology, after which task-
specific reasoning agents produce the final answer.