From Retrieval to Recognition:How Vision--Language Models Become OCR Specialists

Researchers investigating vision-language models have analyzed whether these systems develop specialized optical character recognition capabilities through new internal circuits or by repurposing existing mechanisms. By focusing on full-sequence document reading rather than simple information retrieval, the study aims to clarify how general-purpose models master complex text processing tasks.