Paper LaTeX Review

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,