huixian lu

Orthogonal Hierarchical Decomposition for Structure-Aware Table Understanding with Large Language Models

Complex tables with multi-level headers, merged cells and heterogeneous layouts pose persistent challenges for large language models (LLMs) in both understanding and reasoning. Existing approaches typically rely on table linearization or normalized grid modeling. However, these representations strug…