Fig. 5: Data extraction workflow integrating heuristics, LLMs, and human validation.
From: From Corpus to Innovation: Advancing Organic Solar Cell Design with Large Language Models

Schematic overview of the data extraction workflow, which combines heuristics, language models, and human effort to generate high-quality structured data.