Michael-Jiahao-Zhang/game-the-llm-reviewer

Defend sound research against LLM reviewer bias through meaning-preserving rewrites.

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📝 Game the LLM Reviewer English / 中文 · 日本語 · العربية · Español · Deutsch · Français Game the LLM Reviewer turns findings from studies of LLM review preferences into an agent-compatible skill for a final editing pass before submission. It makes small wording changes while preserving the paper's scientific meaning. Quick start · Before / after · Strategies · Research We oppose handing peer-review decisions over to LLMs, but authors often have little say in whether a reviewer uses one. Papers should be judged on the soundness of their methods, the strength of their evidence, and the substance of their contributions. Yet studies have found that rephrasing the same passage can change an LLM reviewer's score. This skill provides a final, defensive editing pass after ordinary polishing. It selects wording that aligns with documented LLM reviewer preferences while preserving meaning and keeping the scientific assessment a human reviewer…

Michael-Jiahao-Zhang/game-the-llm-reviewer on GitHub A short preview, not the full document.

Read the full README ↗ · Preview checked 2026-09-27T13:34:53.639Z

Inside the original README — Document outline
  1. 🚀 Quick start
  2. 1. Install the skill
  3. 2. Apply it to your manuscript
  4. ✨ Before and after
  5. Before
  6. After Game the LLM Reviewer
  7. What changed
  8. 📊 Selected score increases on real papers
  9. 🎯 Using it with other writing tools
  10. 🛠️ Editing strategies
  11. 📦 Output
  12. 📚 References

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What this repository does

Defend sound research against LLM reviewer bias through meaning-preserving rewrites.

Repository facts

Owner
Michael-Jiahao-Zhang
Primary language
Not reported
Stars
190
Forks
5
Open issues + pull requests
0
License
MIT
Archived
No
Default branch
main
Created
2026-09-21T23:11:47.000Z
Last push
2026-09-22T18:55:19.000Z

Topics and intended use

Owner-supplied topics: academic-writing, agent-skills, ai-research, llm, llm-reviewer, paper-writing, peer-review, prompt-engineering, scientific-writing

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