ASMR: Agentic Schema Generation for Ship Maintenance Report Writing

Jul 10, 2026

Researchers propose ASMR, a modular agentic framework with two specialized agents for automatic schema generation from historical ship maintenance reports. A Field Generation Agent extracts semantic concepts via adaptive clustering, while a Structural Optimizer Agent uses reinforcement learning to identify compact, informative schemas. Preliminary results demonstrate the promise of this approach and highlight open research challenges.

Why it matters: This work addresses the challenge of automatically generating structured schemas from unstructured maintenance reports, which can improve data quality and operational efficiency in maritime and other industrial domains.

Full story at: arXiv AI/ML ↗