Three modes for CS-conference papers (CVPR/ICCV/ECCV vision, ACL/EMNLP/NAACL NLP, ICLR/NeurIPS/ICML/AAAI ML). DIRECT-EDIT mode (common): the user describes a change in Chinese or English and the manuscript (LaTeX or Markdown) is edited directly through a CS-venue writing toolkit with author sign-off (use for 改这段 / 把中文想法写成 latex / polish / de-AI / translate / compress a passage). REVIEW mode (occasional, pre-submission): harden the paper through an adversarial courtroom review engine (N holistic domain reviewers / contestability routing / two-sided trial / three-way verdict / clerk-converged multi-round loop) with consensus-gated, author-signed revisions (use for review / critique / 审稿 / 评审 / mock-review). AUTO mode (unattended, opt-in via /goal): run the review-revise loop toward a verifiable goal, applying safe fixes under a drift-bounded policy and queueing risky ones. Resolves all inputs at runtime, no hardcoded paths. Not a from-scratch drafter (use ml-paper-writing) and not an official-venue rebuttal.
How to install paperjury?
u7079256/paperjury
$npx -y skills add u7079256/paperjury --skill paperjuryInstalls into the current project.
›Prefer a prompt? Paste this to your agent
Run `npx skills use "https://github.com/u7079256/paperjury" --skill "u7079256/paperjury"` and follow the generated skill instructions now. Read its complete output, redirecting it to a temporary file first if necessary. Resolve relative paths from the supporting-files directory it provides.
Use the skills in "https://github.com/u7079256/paperjury" that are relevant to the current task. Run `npx skills add "https://github.com/u7079256/paperjury"` and select the relevant skills, then follow their instructions.
SKILL.md
| 1 | <p align="center"> |
| 2 | <img src="docs/paperjury-mark.png" width="170" alt="PaperJury logo"> |
| 3 | </p> |
| 4 | |
| 5 | <h1 align="center">PaperJury</h1> |
| 6 | |
| 7 | <h2 align="center"><b>真正投稿前，先让 AI reviewer 把该挑的坑挑出来。</b></h2> |
| 8 | |
| 9 | <p align="center"> |
| 10 | <b><i><font size="5">直接对 Claude Code 说：「审稿，重点看实验和 claim 是否站得住。」</font></i></b> |
| 11 | </p> |
| 12 | |
| 13 | <p align="center"> |
| 14 | 📄 <b>论文已上 arXiv，欢迎阅读和引用。</b> <a href="https://arxiv.org/abs/2606.16322"><i>PaperJury: Due-Process Review for Bounded LaTeX Revision</i></a> |
| 15 | </p> |
| 16 | |
| 17 | <p align="center"> |
| 18 | <a href="https://u7079256.github.io/paperjury/overview.html?lang=zh"> |
| 19 | <picture> |
| 20 | <source media="(prefers-color-scheme: dark)" srcset="docs/overview-card-dark.png"> |
| 21 | <source media="(prefers-color-scheme: light)" srcset="docs/overview-card-light.png"> |
| 22 | <img src="docs/overview-card.png" alt="PaperJury 交互式总览" width="100%"> |
| 23 | </picture> |
| 24 | </a> |
| 25 | </p> |
| 26 | |
| 27 | <p align="center"> |
| 28 | <a href="https://arxiv.org/abs/2606.16322"><img alt="arXiv" src="https://img.shields.io/badge/arXiv-2606.16322-b31b1b?logo=arxiv&logoColor=white"></a> |
| 29 | <a href="https://u7079256.github.io/paperjury/overview.html?lang=zh"><img alt="Interactive overview" src="https://img.shields.io/badge/Interactive_Overview-online-d6a14b?logo=githubpages&logoColor=white"></a> |
| 30 | <a href="samples/dogfood/"><img alt="Dogfood sample" src="https://img.shields.io/badge/Sample-Dogfood-2f7d55"></a> |
| 31 | <a href="https://github.com/u7079256/paperjury/releases"><img alt="Releases" src="https://img.shields.io/badge/Releases-stable-3b3d47"></a> |
| 32 | <a href="LICENSE"><img alt="License: MIT" src="https://img.shields.io/badge/License-MIT-yellow.svg"></a> |
| 33 | <a href="https://github.com/u7079256/paperjury"><img alt="GitHub" src="https://img.shields.io/badge/GitHub-paperjury-181717?logo=github"></a> |
| 34 | </p> |
| 35 | |
| 36 | <p align="center"> |
| 37 | <b>中文</b> · <a href="README.en.md">English</a> |
| 38 | </p> |
| 39 | |
| 40 | <p align="center"> |
| 41 | <a href="https://u7079256.github.io/paperjury/overview.html?lang=zh">🧭 交互式总览</a> · |
| 42 | <a href="docs/showcase/SHOWCASE.md">🏆 Dogfood showcase</a> · |
| 43 | <a href="docs/AGENT-GUIDE.md">🧑✈️ Agent Guide</a> · |
| 44 | <a href="CITATION.bib">📌 BibTeX</a> · |
| 45 | <a href="https://github.com/u7079256/paperjury-codex">💻 Codex 版</a> |
| 46 | </p> |
| 47 | |
| 48 | --- |
| 49 | |
| 50 | <table> |
| 51 | <tr> |
| 52 | <td width="18%"> |
| 53 | <a href="docs/showcase/SHOWCASE.md"><img src="docs/paperjury-mark.png" width="120" alt="PaperJury dogfood showcase"></a> |
| 54 | </td> |
| 55 | <td valign="middle"> |
| 56 | <b>🏆 真实 Dogfood 样例</b><br><br> |
| 57 | 一篇真实草稿的完整多轮评审：仓库里放了<b>修改前后 PDF</b>，以及<b>人工核对过的运行报告</b>。先看样例，再决定要不要把自己的论文交给它挑刺。<br><br> |
| 58 | <a href="docs/showcase/SHOWCASE.md"><img src="https://img.shields.io/badge/查看完整样例_→-Before_After_Report-d73a49?style=for-the-badge" alt="查看完整样例"></a> |
| 59 | </td> |
| 60 | </tr> |
| 61 | </table> |
| 62 | |
| 63 | --- |
| 64 | |
| 65 | > [!IMPORTANT] |
| 66 | > PaperJury 是投稿前的自查工具，**不能替代作者的科学判断，也不能替代 peer review**。它不能用来编造实验、伪造结果、添加没有证据支撑的 claim，或掩盖论文局限。遇到需要新实验、缺证据、需要作者私有知识或研究判断的问题，它都会交回作者处理。 |
| 67 | |
| 68 | --- |
| 69 | |
| 70 | ## 🔥 News |
| 71 | |
| 72 | - 🎉 **RedNote（小红书）里程碑：** 相关分享已经达到 **3 万浏览**、**1.8k 收藏**。感谢大家转发和收藏，也感谢大家把 PaperJury 推荐给更多正在赶论文、改论文的朋友。 |
| 73 | - 📄 **2026-06-15：PaperJury 论文已上 arXiv。** arXiv 页面：[*PaperJury: Due-Process Review for Bounded LaTeX Revision*](https://arxiv.org/abs/2606.16322)（arXiv:2606.16322）。论文系统介绍了「审稿 → 裁定 → 修改 → 复查」这套引擎：哪些事交给确定性脚本，哪些判断交给语义 agent；有争议的问题如何进入审议；不同风险的编辑该上什么护栏。 |
| 74 | - 🔔 **2026-06-10：v1.0.0 发布。** 这是第一个稳定版，和 Codex 版 v1.0 对齐。新增软更新提醒：发现新的稳定 tag 时只提示，不打断当前工作。 |
| 75 | - 🚀 **2026-06-05：PaperJury 的 Codex 版已经推送。** 入口在这里：[paperjury-codex](https://github.com/u7079256/paperjury-codex)。 |
| 76 | - 🧪 **Dogfood sample 已加入。** 仓库里放了一个紧凑的 [dogfood sample](samples/dogfood/)：修改前后 PDF，以及人工核对过的运行报告。 |
| 77 | |
| 78 | ## 📌 引用论文 |
| 79 | |
| 80 | 如果 PaperJury 对你的研究或写作流程有帮助，可以引用这篇 arXiv 论文： |
| 81 | |
| 82 | ```bibtex |
| 83 | @misc{wang2026paperjurydueprocessreviewbounded, |
| 84 | title={PaperJury: Due-Process Review for Bounded LaTeX Revision}, |
| 85 | author={Yiran Wang and Ruixuan An and Biao Wu and Wenhao Wang}, |
| 86 | year={2026}, |
| 87 | eprint={2606.16322}, |
| 88 | archivePrefix={arXiv}, |
| 89 | primaryClass={cs.CL}, |
| 90 | url={https://arxiv.org/abs/2606.16322}, |
| 91 | } |
| 92 | ``` |
| 93 | |
| 94 | 同一条目也放在 [`CITATION.bib`](CITATION.bib)。 |
| 95 | |
| 96 | --- |
| 97 | |
| 98 | ## ⚡ 快速上手 |
| 99 | |
| 100 | 在 Claude Code 里安装： |
| 101 | |
| 102 | ```text |
| 103 | /plugin marketplace add u7079256/paperjury |
| 104 | /plugin in |
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