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Linqing Chen

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Preprint Sep 2026

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

Does a general vision--language model acquire specialized OCR ability by developing a new reading circuit or by reusing an existing mechanism? We address this question in the setting of full-sequence OCR, rather than local-answer retrieval. Using an evidence-grounded protocol with held-out causal interventions, we iden...

Yuan-Xiang Huangfu, Hanmeng Zhong, Linqing Chen et al. · 0 citations

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