We present a novel OCR-free document understanding framework based on pre-trained Multimodal Large Language Models (MLLMs).

However, in certain specialized domains, such as healthcare or harmless content generation, it is nearly impossible to obtain a large volume of high-quality data that matches the downstream distribution.

Safety and trustworthiness are indispensable requirements for real-world applications of AI systems using large language models (LLMs).