01-paper-review

1# Paper Review Skill
2 
3Multi-stage academic paper review using the OpenJudge `PaperReviewPipeline`:
4 
51. **Safety check** — jailbreak detection + format validation
62. **Correctness** — objective errors (math, logic, data inconsistencies)
73. **Review** — quality, novelty, significance (score 1–6)
84. **Criticality** — severity of correctness issues
95. **BibTeX verification** — cross-checks references against CrossRef/arXiv/DBLP
10 
11## Prerequisites
12 
13```bash
14# Install OpenJudge
15pip install py-openjudge
16 
17# Extra dependency for paper_review
18pip install litellm
19pip install pypdfium2  # only if using vision mode (use_vision_for_pdf=True)
20```
21 
22## Gather from user before running
23 
24| Info | Required? | Notes |
25|------|-----------|-------|
26| Paper file path | Yes | PDF or .tar.gz/.zip TeX package |
27| API key | Yes | Env var preferred: `OPENAI_API_KEY`, `ANTHROPIC_API_KEY`, etc. |
28| Model name | No | `gpt-5.2`, `anthropic/claude-opus-4-6`, `dashscope/qwen-vl-plus`. See **Model selection** below |
29| Discipline | No | If not given, uses general CS/ML-oriented prompts |
30| Venue | No | e.g. `"NeurIPS 2025"`, `"The Lancet"` |
31| Instructions | No | Free-form reviewer guidance, e.g. `"Focus on experimental design"` |
32| Language | No | `"en"` (default) or `"zh"` for Simplified Chinese output |
33| BibTeX file | No | Required only for reference verification |
34| CrossRef email | No | Improves API rate limits for BibTeX verification |
35 
36## Quick start
37…