Individual skill
paperjury
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.
SKILL.md
Source commit 53c75e86285dc5b38e8d60c6eb0b0adaf4838250
What was checked
- Matches the observed repository HEAD
- Yes
- Scanner rules are current
- No
- Repository scan complete
- No
- Skill scan complete
- No
- Observed behavior
- Not checked yet
- Last checked
- Nov 10, 2026
These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.
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Repository context
- Repository stars (not skill ratings)
- 1,218
- Repository last updated
- Aug 14, 2026
- License
- MIT
Observed agent integration: claude-code
- academic-writing Repository topic
- ai-agents Repository topic
- claude-code Repository topic
- latex Repository topic
- llm-agents Repository topic
- paper-review Repository topic
- peer-review Repository topic
- research-tool Repository topic
- academic-writing Declared skill tag
- peer-review Declared skill tag
- adversarial-review Declared skill tag
- cvpr Declared skill tag
- iccv Declared skill tag
- eccv Declared skill tag
- acl Declared skill tag
- emnlp Declared skill tag
- naacl Declared skill tag
- iclr Declared skill tag
- neurips Declared skill tag
- icml Declared skill tag
- aaai Declared skill tag
- workflow Declared skill tag
- latex Declared skill tag
- research Derived category
Files and excerpt
File metadata and permitted, redacted excerpts come from the recorded scan. Source links are pinned to that commit.
Browse files
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Read excerpt
# PaperJury (CS-conference paper review and editing)
PaperJury edits and hardens any CS-conference paper. It runs in
three modes. In **direct-edit mode** (the common case) the user describes a change
in Chinese or English and the LaTeX is edited directly through a CS-venue writing
toolkit, with author sign-off. In **review mode** (occasional, pre-submission) it
exposes the manuscript to a harsh, multi-perspective courtroom review engine that
adjudicates each issue (N holistic domain reviewers -> contestability routing ->
two-sided trial -> three-way verdict, with a polish track and a clerk-converged
multi-round loop), gates every change behind consensus, and tracks issues in a durable
ledger. In **auto mode** (unattended, opt-in via `/goal`) it runs that same engine
toward a verifiable goal, applying safe fixes under a drift-bounded policy and
queueing the risky ones for one human pass on return. All modes share the same
writing toolkit, hard rules, ledger, and author sign-off (auto via up-front policy