作者位次 #2/8ACL 2026Poster· Natural Language Processing
From Recognition to Reasoning: Benchmarking and Enhancing MLLM s on Real-World Receipt Document Understanding
Yandi Wang · Libin Zhan · Ziwei Huang · Tiancheng Luo · Yuxuan Jiang · Wang Dong · Leilei Gan · Jun Chen
摘要
Extracting structured information from visual documents (Visual Information Extraction, VIE) is a cornerstone of business automation. While recent Multimodal Large Language Models (MLLMs) have shown promising capabilities, existing benchmarks suffer from critical limitations in scale and realism,...