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PaperRead-Skills

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Analyze uploaded CVPR paper PDFs with a strict two-pass workflow. First pass extracts verifiable facts with page/section/figure/table evidence only. Second p...

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About This Skill

--- name: cvpr-pdf-two-pass-review description: Analyze uploaded CVPR paper PDFs with a strict two-pass workflow. First pass extracts verifiable facts with page/section/figure/table evidence only. Second pass produces a 2000-3000 Chinese research critique grounded in those facts. Use when the user uploads a paper PDF and asks for deep interpretation, critical review, reproducibility assessment, or PhD-level reading notes. ---

# CVPR PDF Two-Pass Review

Overview

Run a deterministic two-pass paper analysis workflow on an uploaded PDF. Prioritize evidence-grounded outputs and reduce hallucinations by separating fact extraction from interpretation.

Workflow

  1. Confirm the user has uploaded the PDF in the current chat. If not, ask them to upload it first.
  2. Load and execute prompt in `references/round1.md` to produce a structured fact sheet.
  3. Load and execute prompt in `references/round2.md` using only round-1 facts plus PDF evidence.
  4. Enforce evidence tags for core claims: `[Evidence: p.X, Sec.Y, Fig/Table Z]`.
  5. If any required information is missing, explicitly state `Not provided in paper` or `Insufficient evidence`.

Output Rules

  • Keep analysis strictly based on uploaded PDF content.
  • Do not introduce external papers, benchmarks, or assumptions unless user explicitly asks.
  • Keep language concise and technical.
  • Preserve required length in pass 2: 2000-3000 words or characters as requested by the prompt.

References

  • Round 1 prompt: `references/round1.md`
  • Round 2 prompt: `references/round2.md`

Use Cases

  • Analyze CVPR paper PDFs with a structured two-pass review separating fact extraction from interpretation
  • Extract verifiable claims with page, section, figure, and table evidence citations
  • Generate 2000-3000 word Chinese research critiques grounded in extracted facts
  • Assess reproducibility and methodological rigor of uploaded conference papers
  • Produce PhD-level reading notes with evidence-tagged core claims

Pros & Cons

Pros

  • + Two-pass design reduces hallucination by grounding interpretation in previously extracted facts
  • + Strict evidence tagging requirement ensures every claim is traceable to the source PDF
  • + Explicitly marks missing information rather than fabricating plausible-sounding content

Cons

  • - Primarily designed for CVPR papers — may need adaptation for other venues or fields
  • - Second-pass output is in Chinese only, limiting usefulness for non-Chinese speakers

Frequently Asked Questions

What does PaperRead-Skills do?

Analyze uploaded CVPR paper PDFs with a strict two-pass workflow. First pass extracts verifiable facts with page/section/figure/table evidence only. Second p...

What platforms support PaperRead-Skills?

PaperRead-Skills is available on Claude Code, OpenClaw.

What are the use cases for PaperRead-Skills?

Analyze CVPR paper PDFs with a structured two-pass review separating fact extraction from interpretation. Extract verifiable claims with page, section, figure, and table evidence citations. Generate 2000-3000 word Chinese research critiques grounded in extracted facts.

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