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Understanding Transformer-Based OCR for Medieval Manuscripts: A Systematic Ablation Study and Inspection Analysis

2025-12-04

Abstract excerpt

<title>Abstract</title> <p>Adapting Transformer-based Optical Character Recognition (TrOCR) models to medieval manuscripts presents a significant domain gap. This work provides a systematic investigation into TrOCR fine-tuning strategies using a 14th-15th century Italian manuscript. We conduct controlled ablation studies on preprocessing, data augmentation, and encoder layer freezing. Results demonstrate that ful...

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Literature Corpus work
66387d77-babe-504b-ac0c-812b31c0ada0
DOI
10.21203/rs.3.rs-8109357/v1
Open publication

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