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New SARCLIP system uses CLIP model for historical document retrieval

Researchers have developed SARCLIP, a retrieval system designed to search historical Spanish American notary records from the seventeenth century. This system utilizes a CLIP ViT-B/16 model fine-tuned on expert-annotated paleography data to overcome challenges posed by inconsistent handwriting and archaic orthography. SARCLIP employs FAISS for scalable approximate nearest-neighbor retrieval across a corpus of over 13.6 million word-image patches, incorporates pseudo-relevance feedback for result refinement, and includes a human-in-the-loop cycle for browsing, annotation, and retraining. AI

IMPACT Enhances AI capabilities for historical document analysis and archival research.

RANK_REASON The cluster describes a research paper detailing a new information retrieval system for historical documents. [lever_c_demoted from research: ic=1 ai=1.0]

Read on arXiv cs.IR (Information Retrieval) →

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New SARCLIP system uses CLIP model for historical document retrieval

COVERAGE [1]

  1. arXiv cs.IR (Information Retrieval) TIER_1 English(EN) · Praveen Rao ·

    SARCLIP: A Scalable CLIP-Based Retrieval System for Seventeenth-Century Spanish American Notary Records

    Historical manuscript archives resist standard text search due to inconsistent handwriting, archaic orthography, and the absence of reliable transcriptions at scale. We present SARCLIP (Spanish American Notary Records Meets CLIP), a deployed retrieval system for the National Arch…