SKILL.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
# ❌ WRONG - This removes ALL text from the page:
for block in page.get_text("blocks"):
page.add_redact_annot(fitz.Rect(block[:4]))
# ❌ WRONG - Drawing rectangles over text:
page.draw_rect(fitz.Rect(0, 0, 600, 100), fill=(0,0,0))
# ✅ CORRECT - Only redact specific search matches:
for rect in page.search_for("John Smith"):
page.add_redact_annot(rect)
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
import fitz
import os
def redact_with_pymupdf(input_path: str, output_path: str, patterns: list[str]):
"""Redact specific patterns from PDF using PyMuPDF."""
doc = fitz.open(input_path)
original_len = sum(len(p.get_text()) for p in doc)
# Find References page - stop redacting there
references_page = None
for i, page in enumerate(doc):
if "references" in page.get_text().lower():
references_page = i
break
for page_num, page in enumerate(doc):
if references_page is not None and page_num >= references_page:
continue # Skip References section
for pattern in patterns:
# ONLY redact exact search matches
for rect in page.search_for(pattern):
page.add_redact_annot(rect, fill=(0, 0, 0))
page.apply_redactions()
os.makedirs(os.path.dirname(output_path), exist_ok=True)
doc.save(output_path)
doc.close()
# MUST verify after saving
verify_redaction(input_path, output_path)
