jimnoneill
/

pub-guard

Text Classification

document-classification

scientific-papers

toxicity-detection

publication-screening

quality-control

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jimnoneill commited on Mar 6

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 ## Model Description
-PubGuard is a lightweight, CPU-optimized document classifier that screens PDF text to determine whether it represents a genuine scientific publication. It runs as **Step 0** in the PubVerse + 42DeepThought pipeline, rejecting non-publications (posters, abstracts, review articles, flyers, invoices) before expensive downstream processing (VLM feature extraction, graph construction, GNN scoring).
 Three classification heads provide a multi-dimensional screening verdict:

 ## Model Description
+PubGuard is a lightweight, CPU-optimized document classifier that screens PDF text to determine whether it represents a genuine scientific publication. It rejects non-publications (posters, abstracts, review articles, flyers, invoices) before expensive downstream processing.
 Three classification heads provide a multi-dimensional screening verdict: