Paper Writing Skills

Deepseek researcher(Deli chen) has open source his AuroResearch Skills. He use this skills published three papers that has citated 941 times. Let’s talk about it.

Link:

paper: https://victorchen96.github.io/auto_research/paper_zh.html

Skills: https://victorchen96.github.io/auto_research/skill/paper-writing_zh.html

About Paper

Three papers are survey that they are respectively related to Auto-Research, Continual Learning and Long-Horizon. To my shock, every papers spend time in writting just 201 min in average.

Tips:

  • Every papers in his blogs are lacking of bright and eye-catching pictures that are very simple and crude.
  • He used DP-v4pro for text generation and reasoning, used GPT-image-2 for fingure generation

About Skills

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Phase 0: Topic Selection (before pipeline starts)
  3-question test: Scope? Angle? Audience?

Phase 1: Draft (Iter 1-6, target: 6.0/10)
  Iter 1  [Structure]  skeleton + §1-2 + compile
  Iter 2  [Literature] Stage 1-2: recall + LQS scoring
  Iter 3  [Structure]  §3-6 core   ||  [Figures] 2+ figures
  Iter 4  [Literature] Stage 3-4   ||  [Structure] §7-8
  Iter 5  verify citations → compile → [Review] first score
  Iter 6  route fixes → compile

Phase 2: Deep Improvement (Iter 7-9, target: 7.5-8.0)
  Iter 7  [Experiment] design + execute
  Iter 8  [Figures] present results  +  [Structure] integrate
  Iter 9  compile → [Review] → route fixes

Phase 3: Sprint (Iter 10+, target: 8.5+)
  Loop: [Review] → weakness routing → fix → compile → [Review]
  Stop:  score ≥ 8.5  OR  Δ ≤ 0.3 for 2 rounds  OR  iter > 12


Five SubSkills

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Parent Skill
├── 子技能 1：文献/知识检索
├── 子技能 2：结构化推理/证据组织
├── 子技能 3：实验设计/验证
├── 子技能 4：图表/报告生成
└── 子技能 5：审稿式自检/迭代修复