Skip to main content

Critical Reading Exam

 Paper: UNIL AI Days & Critical Reading Exam (CRE)
Authors: Stergios Konstantinidis
Venue: University of Lausanne (UNIL)
GitHub: https://github.com/Stergios-Konstantinidis/CRE---critical-reading-exam---Konstantinidis---June-2026
Overleaf: https://git.overleaf.com/6a09da69d70f71bc079f277d


Critical Reading Exam: Historical Document Intelligence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.