Yi-Meng Wang

LLM-driven materials knowledge extraction: multimodal parsing, ontology, and agentic systems

It is argued that reliability is the decisive criterion for large-scale deployment, and synthesize failure modes, layered defenses, and evaluation protocols that connect source grounding, ontology constraints, physical verification, and human-in theloop review.