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Critical Reading Exam

 

Critical Reading Exam: Historical Document Intelligence

Author: Stergios Konstantinidis
Institution: Department of Information Systems (DESI), HEC Lausanne, University of Lausanne
Repository: CRE-June-2026

Core Thematic Synthesis

  1. Retrieval-Augmented Generation on OCR-Corrupted Corpora: Theoretical failure modes of vector embeddings on degraded historical text; mitigation via OCR post-correction and metric space trees.
  2. Automated Evaluation of Generative Systems: Limitations of BLEU/ROUGE; calibration of LLM judges for archival accuracy.
  3. Agentic Workflows: Autonomous routing, self-correction, and human-in-the-loop validation for digital cultural heritage preservation.
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