Bleu+pdf+work | FHD 2025 |
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Bleu+pdf+work | FHD 2025 |

  • Store results and artifacts:
  • Create dashboards:
  • Include human evaluation where critical:
  • Report and decision-making:

    • | Phase | Tool | |-------|------| | PDF text extraction | pdfplumber, PyMuPDF, pdftotext (Poppler) | | OCR for scanned PDFs | Tesseract + pytesseract, ocrmypdf | | Text cleaning | Custom Python regex, textacy, nltk | | Sentence splitting | spaCy, nltk.tokenize.punkt | | BLEU calculation | sacrebleu (recommended), nltk.translate.bleu_score | | Workflow automation | Apache Airflow, snakemake or simple bash+Python |

    Run BLEU on a small, manually cleaned portion of two PDFs. If the score changes dramatically after you clean automatically, your cleaning pipeline needs tuning. bleu+pdf+work

    Start automating your bleu+pdf+workflow today—your translation models will thank you. Store results and artifacts: