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PaperRead-Skills

该 Skill 面向用户上传的 CVPR 论文 PDF：第一遍按页码/章节/图表定位抽取可验证事实，第二遍仅基于这些事实生成 2000-3000 字中文研究评述，信息缺失时须标注“论文未提供”。执行依赖用户在当前对话中上传 PDF 并读取 references 下两轮提示文件；lint 显示 frontmatter 缺少 name 与 description。

gpiox
gpiox
热度 83.80
最近更新 2026-05-11 17:27:54
分类：知识依赖：内部调用大模型 / 读写文件应用场景：研究 / 摘要总结 / 笔记整理 / 报告撰写

安装技能

复制下面的话术发给你的 Agent，它会通过 secure-skills 检索并安装该技能。

执行命令安装此 skill： npx secure-skills-cli add paper-pdf-two-pass-review
Metadata
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