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From unstructured to structured: opportunities, risks and engineering practices for LLM-based data extraction in chemistry and materials

Figure 4. (A) Schematic illustration of error accumulation in large-scale extraction; (B) Schematic illustration of LLM “sycophancy” bias. LLM: Large language model.