作者位次 #4/10ACL 2026Poster· Natural Language Processing
Scaling Beyond Context: A Survey of Multimodal Retrieval-Augmented Generation for Document Understanding
Sensen Gao · Shanshan Zhao · Xu Jiang · Lunhao Duan · Yong Xien Chng · Qing-Guo Chen · Weihua Luo · Kaifu Zhang · Jia-Wang Bian · Mingming Gong
摘要
Document understanding is critical for applications from financial analysis to scientific discovery. Current approaches, whether OCR-based pipelines feeding Large Language Models (LLMs) or native Multimodal LLMs (MLLMs), face key limitations: the former loses structural detail, while the latter s...