{ "schema_version": 1, "generated": "2026-10-20", "id": "thuroi0787-absent-author--reviewer-triage-suspicious-submission", "repo": "THUROI0787/absent-author", "repo_url": "https://github.com/THUROI0787/absent-author", "repo_slug": "thuroi0787-absent-author", "title": "Grade a suspicious submission with evidence, not guesses", "page_title": "How to grade a suspicious submission with evidence, not guesses with Absent Author", "summary": "Run paper-slop-screen to get W/R/Q grades, a quadrant, located findings, and a note to the AC.", "who": "A reviewer or area chair facing a submission that looks like it was produced end to end by an agent with no human owner.", "problem": "Reviewers have intuitions about AI-produced papers but lack a shared, citable vocabulary with evidence behind it.", "outcome": "W/R/Q grades, a quadrant placement, every finding with a location and quote, a substance-only review paragraph, and a note to the AC.", "steps": [ "Check your venue's reviewer LLM policy before you run the screen on a submission under review, as the README asks.", "Clone the repo with `git clone https://github.com/THUROI0787/absent-author.git && cd absent-author`.", "Install the skills with `./install.sh --project` or `./install.sh` for your user folder. (inferred, check the README)", "In Claude Code or Codex, tell the agent to use paper-slop-screen to triage the paper.", "Check every finding against its location and quote before you cite it in a review." ], "agent_prompt": "Use the absent-author repo's paper-slop-screen skill to triage . Return the W/R/Q grades, the quadrant, and each finding with its location and quote. Verify one finding by opening the cited location yourself before you rely on it.", "agents": [ "claude-code", "codex" ], "difficulty": "Intermediate", "time": "30 minutes", "basis": "readme", "caveat": "The README says language evidence never raises the research grade and the output is not a verdict on AI use, so the screen supports a review rather than replacing one.", "category": "Research", "tags": [ "Research" ], "lang": "python", "requirements": [ "git and a shell to clone the repo", "Python 3.9 or newer for tools/slop_lint.py (no dependencies)", "Claude Code, Codex, or another agent that reads SKILL.md for the two skills", "pymupdf (pip install pymupdf) for tools/pdf_hidden_text.py", "Optional: poppler-utils and tesseract for the OCR check on remapped text" ], "risk": "none", "seen_in_the_wild": false, "mentioned_publicly": false, "risks": [], "best": false, "score": 0.9, "evidence": [], "url": "https://dedupedai.com/use-cases/thuroi0787-absent-author/reviewer-triage-suspicious-submission/", "md": "https://dedupedai.com/use-cases/thuroi0787-absent-author/reviewer-triage-suspicious-submission/index.md", "disclaimer": "Deduped lists open-source repositories that belong to other people. We do not own, maintain, audit, or vouch for any of them, and a repo appearing here is not an endorsement or a safety check. The use cases, steps, and prompts are written by AI and may be incomplete, outdated, or just wrong. Where a use case is marked \"Seen in the wild\", we link to public posts where someone described something similar, but we have not verified those posts and the use case itself is still our AI's own write-up. Use all of this at your own risk. Only run code, commands, or agents on systems and accounts you are authorized to use, and read the code and every command before you run it, especially anything that touches credentials, files, or the network. Nothing here is professional, security, legal, or financial advice. All trademarks and project names belong to their respective owners, and their use here does not imply affiliation. Content is provided as is, without warranties of any kind. Found a mistake, a safety problem, or something you want removed? Email hello@dedupedai.com and we will look at it promptly.", "api": "https://dedupedai.com/api/v1/usecases/thuroi0787-absent-author--reviewer-triage-suspicious-submission.json", "api_version": "v1" }