mlsanityData to 7 Oct 2026

The Patrologia Graeca Corpus: OCR, Annotation, and Open Release of Noisy Nineteenth-Century Polytonic Greek Editions

arXiv 2603.09470 ↗First posted 10 Mar 2026cs.CVcited by 0

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Abstract (arXiv)

We present the Patrologia Graeca Corpus, the first large-scale open OCR and linguistic resource for nineteenthcentury editions of Ancient Greek. The collection covers the remaining undigitized volumes of the Patrologia Graeca (PG), printed in complex bilingual (Greek-Latin) layouts and characterized by highly degraded polytonic Greek typography. Through a dedicated pipeline combining YOLO-based layout detection and CRNN-based text recognition, we achieve a character error rate (CER) of 1.05% and a word error rate (WER) of 4.69%, largely outperforming existing OCR systems for polytonic Greek. The resulting corpus contains around six million lemmatized and part-of-speech tagged tokens, aligned with full OCR and layout annotations. Beyond its philological value, this corpus establishes a new benchmark for OCR on noisy polytonic Greek and provides training material for future models, including LLMs.

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References · 7

  1. 2019Improving Lemmatization of Non-Standard Languages with Joint Learningcited by 12
  2. 2019OCR4all -- An Open-Source Tool Providing a (Semi-)Automatic OCR Workflow for Historical Printingscited by 12
  3. 2023Exploring Large Language Models for Classical Philologycited by 10
  4. 2025CHURRO: Making History Readable with an Open-Weight Large Vision-Language Model for High-Accuracy, Low-Cost Historical Text Recognitioncited by 9
  5. 2021Optical Character Recognition of 19th Century Classical Commentaries: the Current State of Affairscited by 7
  6. 2022Page Layout Analysis of Text-heavy Historical Documents: a Comparison of Textual and Visual Approachescited by 7
  7. 2023Logion: Machine Learning for Greek Philologycited by 3

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