paper-review

# Paper Review Skill Multi-stage academic paper review using the OpenJudge `PaperReviewPipeline`: 1. **Safety check** — jailbreak detection + format validation 2. **Correctness** — objective errors (math, logic, data inconsistencies) 3. **Review** — quality, novelty, significance (score 1–6) 4. **Criticality** — severity of correctness issues 5. **BibTeX verification** — cross-checks references against CrossRef/arXiv/DBLP ## Prerequisites ```bash # Install OpenJudge pip install py-openjudge # Extra dependency for paper_review pip install litellm pip install pypdfium2 # only if using vision mode (use_vision_for_pdf=True) ``` ## Gather from user before running | Info | Required? | Notes | |------|-----------|-------| | Paper file path | Yes | PDF or .tar.gz/.zip TeX package | | API key | Yes | Env var preferred: `OPENAI_API_KEY`, `ANTHROPIC_API_KEY`, etc. | | Model name | No | `gpt-5.2`, `anthropic/claude-opus-4-6`, `dashscope/qwen-vl-plus`. See **Model selection** below | | Discipline | No | If not given, uses general CS/ML-oriented prompts | | Venue | No | e.g. `"NeurIPS 2025"`, `"The Lancet"` | | Instructions | No | Free-form reviewer guidance, e.g. `"Focus on experimental design"` | | Language | No | `"en"` (default) or `"zh"` for Simplified Chinese output | | BibTeX file | No | Required only for reference verification | | CrossRef email | No | Improves API rate limits for BibTeX verification | ## Quick start File type is auto-detected: `.pdf` → PDF review, `.tar....