A specialized tool for auditing .bib files to detect hallucinated or incorrect academic references by cross-referencing global databases.
The fastest way to install a skill directly from the registry.
npx clawhub@latest install bib-verify
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~/.openclaw/skills/ <project>/skills/ Priority: Workspace > Local > Bundled
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The BibTeX Verification Skill is a robust auditing tool designed to combat the growing issue of AI-generated hallucinations in academic writing. By leveraging the OpenJudge PaperReviewPipeline, this skill meticulously parses .bib files and validates every entry against authoritative sources including CrossRef, arXiv, and DBLP.
This utility is essential for researchers and developers using Openclaw Skills who need to ensure that their bibliographies are accurate, verifiable, and free of fabricated data. It provides granular field-level analysis to distinguish between minor formatting errors and completely non-existent citations.
To get started with this skill, install the necessary dependencies via pip:
pip install py-openjudge litellm
You can then run the verification directly from your CLI:
python -m cookbooks.paper_review --bib_only references.bib --email [email protected] --output report.md
The skill produces a structured report based on the following classification taxonomy:
| Status | Definition |
|---|---|
| verified | Match found in database with consistent field data. |
| suspect | Entry exists but significant field mismatches (e.g., title/author) suggest a mis-citation. |
| not_found | No database match found; entry is likely fabricated or hallucinated. |
Field Mismatch Tracking:
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