benchflow-ai/skillsbench/academic-pdf-redaction
Trust tier 3
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Source check pending
Checking that the SKILL.md file is still in the repository.
Redact text from PDF documents for blind review anonymization
Install
npx vskill@latest install benchflow-ai/skillsbench/academic-pdf-redactionSKILL.md
PDF Redaction for Blind Review
Redact identifying information from academic papers for blind review.
CRITICAL RULES
- PRESERVE References section - Self-citations MUST remain intact
- ONLY redact specific text matches - Never redact entire pages/regions
- VERIFY output - Check that 80%+ of original text remains
Common Pitfalls to AVOID
Patterns to Redact (Before References Only)
IMPORTANT: Use FULL names/phrases, not partial matches!
- ✅ "John Smith" (full name)
- ❌ "Smith" (partial - would incorrectly match "Smith et al." citations in References)
- Author names - FULL names only (e.g., "John Smith", not just "Smith")
- Affiliations - Universities, companies (e.g., "Duke University")
- Email addresses - Pattern:
*@*.edu,*@*.com - Venue names - Conference/workshop names (e.g., "ICML 2024", "ICML Workshop")
- arXiv identifiers - Pattern:
arXiv:XXXX.XXXXX - DOIs - Pattern:
10.XXXX/... - Acknowledgement names - Names in "Acknowledgements" section
- Equal contribution footnotes - e.g., "Equal contribution", "* Equal contribution"
PyMuPDF (fitz) - Recommended Approach
REQUIRED: Verification Function
Always run this after ANY redaction to catch errors early:
Security
- Security scanPassed, 95 of 100Pattern checks on the skill's files.
- Model reviewPassed
Quality evaluation
- Task evaluationNot runNo evaluation yet. Run one in Skill Studio.
Source
- SKILL.md in the repositoryCheckingtasks/paper-anonymizer/environment/skills/academic-pdf-redaction/SKILL.md
Popularity
- Repository stars
- 1,474
- Repository forks
- 325
- 7-day trend score
- 36
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