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Qiu-Ying Li

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Book Open access Oct 2026

LLM-as-Judge for OCR Quality Assessment in Digital Libraries: A Reference-Free Approach

Optical character recognition (OCR) quality assessment has depended on reference-based metrics (CER/WER), which require costly transcription. We ask: can an LLM supply a reference-free, text-only signal for OCR readability? Using 90 stratified passages from 53 scans of 17 English works in RETAS, we score OCR text with...

Qiu-Ying Li · 0 citations
Open access Aug 2026

A Pre-Deployment Competitive Intelligence Protocol for Assessing Multimodal Cultural Heritage Repositories

Purpose: This study tests a pre-deployment Competitive Intelligence protocol for converting repository-level evidence into clearly bounded management decisions without implying that the framework has already been implemented or validated within an organization. Methodology/Approach: The study examined 35 files deposite...

Qiu-Ying Li · 0 citations

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