vivo Internet Technology

Sep 10, 2025 · Artificial Intelligence

How Structured Input Boosts Multimodal LLMs in Document QA Without Retraining

This article presents a training‑free, architecture‑agnostic method that leverages LaTeX‑style structured inputs to preserve document hierarchy and spatial relationships, thereby improving multimodal large language model performance on document question answering tasks across multiple benchmarks.