Beyond Isolated Dots: Benchmarking Structured Table Construction as Deep Knowledge Extraction
AOE (Arranged and Organized Extraction), a bilingual benchmark that evaluates LLMs'ability to distill long-form, multi-document inputs into structured tables, is introduced, revealing that structured extraction from long contexts remains a fundamental challenge - an"Area of Effect"(AOE) that impacts all tested systems.