fig7

Figure 7. Reliability framework for LLM-driven materials knowledge extraction. The framework links recurrent failure modes to layered defenses and evaluation protocols, emphasizing source grounding, semantic constraints, physical validation, and human review. LLM: Large language model; KG: knowledge graph.