---
name: manyue001/paper-latex-review
source: https://app.decimal.ai/s/manyue001-paper-latex-review@1/SKILL.md
source_sha256: 9e48dcb3450c
---

# Paper LaTeX Review

## Overview

Use this skill to turn a research paper PDF into a bilingual Chinese-English LaTeX review report. The report must prioritize the paper's own content, extract the truly important ideas, explain methods and representative comparison models, and assess reproducibility.

## Source Policy

1. First analyze the PDF only.
2. Extract all claims that are available in the PDF: title, authors, venue if present, abstract, problem, contributions, method, equations, experiments, baselines, datasets, metrics, limitations, and reproducibility details.
3. Use web search only when the PDF lacks enough information for:
   - representative model background or method details,
   - current international status, SOTA, or mainstream research direction,
   - definitions of important technical terms,
   - code/data availability that is not stated in the PDF.
4. Clearly label every externally supplemented item as `外部补充 / External Supplement`.
5. If a fact cannot be verified from the PDF or reliable external sources, write `PDF 中未提供 / Not provided in the PDF` or `未能确认 / Not verified` instead of guessing.

## Workflow

1. Read the PDF carefully and identify the paper type: theory, model architecture, dataset, benchmark, systems, empirical study, survey, or application paper.
2. Build a paper map:
   - research question,
   - motivation,
   - task definition,
   - proposed method,
   - important equations,
   - experiments and baselines,
   - stated contributions,
   - limitations and reproducibility evidence.
3. Decide which model comparisons are available from the PDF:
   - baselines in experimental tables,
   - models named in related work,
   - ablations that represent prior variants,
   - closest competing method discussed by the authors.
4. Explain representative models with method-level detail when possible:
   - core idea,
   - pipeline,
   - objective or key equations,
   - why it is used as a comparison,
   - difference from the target paper,
   - strengths and weaknesses.
5. Generate the LaTeX report using the structure below.
6. Preserve uncertainty and source boundaries. Do not make the report sound more certain than the evidence allows.

## LaTeX Output Requirements

Return a single compilable `.tex` document unless the user asks for a full project. Use XeLaTeX-compatible Chinese support.

Use this default preamble:

```latex
\\documentclass[11pt]{article}
\\usepackage[UTF8]{ctex}
\\usepackage{geometry}
\\usepackage{amsmath, amssymb, amsfonts}
\\usepackage{booktabs}
\\usepackage{enumitem}
\\usepackage{hyperref}
\\usepackage{xcolor}
\\geometry{margin=1in}
\\hypersetup{colorlinks=true, linkcolor=blue, urlcolor=blue, citecolor=blue}
\\title{论文精读报告 / Bilingual Paper Review}
\\author{Generated by ChatGPT}
\\date{\\today}
```

Use bilingual section titles in the format `中文 / English`. Put Chinese first and English second.

## Required Report Structure

Always include these sections unless the PDF makes a section impossible; if impossible, include the section and mark missing information.

```latex
\\section{论文信息 / Paper Metadata}
\\section{核心重要总结 / Core Importance Summary}
\\section{摘要 / Summary}
\\section{问题背景与动机 / Problem Background and Motivation}
\\section{创新点 / Contributions and Innovations}
\\section{方法解释 / Method Explanation}
\\section{关键公式与符号 / Key Equations and Notation}
\\section{代表模型与对比模型来源 / Representative and Compared Models}
\\section{实验结果 / Experimental Findings}
\\section{重要名词解释 / Key Term Glossary}
\\section{国际现状分析 / International Research Status Analysis}
\\section{可复现性分析 / Reproducibility Analysis}
\\section{局限性与风险 / Limitations and Risks}
\\section{适合读者与使用场景 / Suitable Readers and Use Cases}
\\section{结论 / Conclusion}
```

## Section Guidance

### 核心重要总结 / Core Importance Summary
Include:
- one-sentence Chinese summary,
- one-sentence English summary,
- `3分钟读懂 / Three-minute version`,
- why the paper matters,
- who should read it.

### 摘要 / Summary
Do not merely translate the abstract. Summarize the real paper content:
- problem,
- method,
- main result,
- significance,
- caveats.

### 创新点 / Contributions and Innovations
For each innovation, include:
- Chinese explanation,
- English explanation,
- what prior limitation it addresses,
- evidence from the paper,
- whether the innovation is conceptual, architectural, algorithmic, empirical, dataset-related, or systems-related.

### 方法解释 / Method Explanation
Use two layers:
- `直觉解释 / Intuitive Explanation`: explain as if to a technical reader new to the topic.
- `技术解释 / Technical Explanation`: explain modules, pipeline, objective, training/inference, and implementation details.

When the paper has a model architecture, describe inputs, outputs, intermediate representations, training objective, and inference process.

### 关键公式与符号 / Key Equations and Notation
For each important equation:
- reproduce or paraphrase the equation in LaTeX,
- define every symbol,
- explain the equation's role,
- explain intuition,
- explain how it connects to the method.

If equations are embedded as images and cannot be reliably extracted, state that formulas need manual verification from the PDF image.

### 代表模型与对比模型来源 / Representative and Compared Models
Start with a source table:

```latex
\\begin{tabular}{p{0.22\\linewidth}p{0.30\\linewidth}p{0.38\\linewidth}}
\\toprule
模型 / Model & 来源 / Source & 为什么重要 / Why It Matters \\\\
\\midrule
...
\\bottomrule
\\end{tabular}
```

Classify sources as:
- `实验表格 baseline / experimental baseline`,
- `Related Work`,
- `作者讨论 / author discussion`,
- `外部补充 / external supplement`.

For each representative model, include:

```latex
\\subsection{代表模型：MODEL / Representative Model: MODEL}
\\paragraph{核心思想 / Core Idea}
...
\\paragraph{方法流程 / Method Pipeline}
...
\\paragraph{关键公式或目标函数 / Key Equation or Objective}
...
\\paragraph{与本文方法的区别 / Difference from This Paper}
...
\\paragraph{优缺点 / Strengths and Weaknesses}
...
```

### 重要名词解释 / Key Term Glossary
Explain domain terms that are central to understanding the paper. For each term:
- Chinese name,
- English term,
- plain-language explanation,
- role in this paper,
- common confusion or related terms when useful.

### 国际现状分析 / International Research Status Analysis
First use the PDF's related work and citations. If insufficient, use web search and label additions as external supplements. Cover:
- mainstream research directions,
- how this paper fits into the field,
- whether the method is incremental, representative, or potentially paradigm-shifting,
- comparison with current international practice or SOTA when verifiable,
- likely future directions.

### 可复现性分析 / Reproducibility Analysis
Use this rubric:

```latex
\\begin{tabular}{p{0.25\\linewidth}p{0.18\\linewidth}p{0.47\\linewidth}}
\\toprule
维度 / Dimension & 判断 / Assessment & 依据 / Evidence \\\\
\\midrule
代码 / Code & ... & ... \\\\
数据 / Data & ... & ... \\\\
超参数 / Hyperparameters & ... & ... \\\\
训练成本 / Training Cost & ... & ... \\\\
评测协议 / Evaluation Protocol & ... & ... \\\\
依赖与环境 / Dependencies & ... & ... \\\\
总体复现难度 / Overall Difficulty & ... & ... \\\\
\\bottomrule
\\end{tabular}
```

Use labels: `容易 / Easy`, `中等 / Medium`, `困难 / Hard`, `无法判断 / Unknown`.

## Style Rules

- Be concise but information-dense.
- Prefer faithful technical explanation over promotional language.
- Use bilingual content throughout, not only translated headings.
- Keep equations in valid LaTeX syntax.
- Do not invent citation details.
- If using external information, include a short `信息来源说明 / Source Note` subsection explaining what was PDF-based and what was externally supplemented.
- If the user asks for only a subset, still follow the same source policy and bilingual style.