Fig. 9
An end-to-end example illustrating the extraction process of LLM-TKIE. Given a complex semi-structured document (a), our method produces a highly structured output (b), correctly aligning textual fields, handling nested structures, and preserving semantic consistency even in cases with missing or duplicated headers.
