Agent SkillsNeverSight/learn-skills.dev › abstract-title-contribution-writer

abstract-title-contribution-writer

GitHub

专为ML/AI论文设计,用于生成和修订标题、摘要及贡献列表。确保核心主张清晰具体且证据充分,校准声明强度,避免过度夸大,并提供多种定位变体供策略选择。

data/skills-md/a-green-hand-jack/ml-research-skills/abstract-title-contribution-writer/SKILL.md NeverSight/learn-skills.dev

Trigger Scenarios

需要撰写或优化AI/ML学术论文的标题 需要起草结构化摘要以匹配目标会议或期刊 需要编写与实证结果严格对应的贡献点列表 检查论文各部分(标题、摘要、引言)的主张一致性

Install

npx skills add NeverSight/learn-skills.dev --skill abstract-title-contribution-writer -g -y
More Options

Non-standard path

npx skills add https://github.com/NeverSight/learn-skills.dev/tree/main/data/skills-md/a-green-hand-jack/ml-research-skills/abstract-title-contribution-writer -g -y

Use without installing

npx skills use NeverSight/learn-skills.dev@abstract-title-contribution-writer

指定 Agent (Claude Code)

npx skills add NeverSight/learn-skills.dev --skill abstract-title-contribution-writer -a claude-code -g -y

安装 repo 全部 skill

npx skills add NeverSight/learn-skills.dev --all -g -y

预览 repo 内 skill

npx skills add NeverSight/learn-skills.dev --list

SKILL.md

Frontmatter
{
    "name": "abstract-title-contribution-writer",
    "description": "Draft ML\/AI paper titles, abstracts, and contribution lists. Use for title options, abstract structure, contribution bullets, and claim-strength calibration.",
    "allowed-tools": "Read, Write, Edit, Bash, Glob, WebSearch, WebFetch",
    "argument-hint": "[paper-dir] [--venue <venue>] [--archetype <type>] [--mode draft|revise|options]"
}

Abstract Title Contribution Writer

Write the paper's most compressed sales layer: title, abstract, and contribution list. This skill makes the top-level promise clear, concrete, and evidence-calibrated.

Use this skill for:

  • generating or revising paper titles
  • drafting structured abstracts for target venues and paper archetypes
  • writing contribution bullets that match the actual evidence
  • checking whether title, abstract, intro, and claims tell the same story
  • reducing overclaiming in high-visibility prose
  • producing several title/abstract positioning variants for a strategic choice

Do not use this skill for detailed section drafting. Use paper-introduction-argument-writer for the introduction, paper-writing-assistant for broader prose, paper-writing-memory-manager to record top-level claim wording and dependency impact, and paper-draft-consistency-editor for full-draft consistency.

Skill Directory Layout

<installed-skill-dir>/
├── SKILL.md
├── references/
│   ├── abstract-patterns.md
│   └── title-contribution-rules.md
└── templates/
    └── abstract-title-plan.md

Progressive Loading

  • Always read references/abstract-patterns.md.
  • Read references/title-contribution-rules.md when writing titles or contribution bullets.
  • Use templates/abstract-title-plan.md when creating paper/.agent/abstract-title-plan.md.
  • Read local paper/.agent/writing-contract.md, paper/.agent/writing-memory/, paper/.agent/introduction-plan.md, paper/.agent/paper-evidence-board.md, and paper/.agent/provisional-results.md when present.
  • Read current abstract, title, and contribution text from main.tex, paper.tex, sections/abstract.tex, or sections/introduction.tex when revising.

Core Principles

  • Title, abstract, and contribution bullets must sell the same paper.
  • The abstract is not a shortened introduction; it is a complete claim-evidence contract.
  • Title specificity should match evidence strength and audience expectations.
  • Contribution bullets should be auditable against figures, tables, theorems, releases, or findings.
  • Avoid "first", "novel", "general", "robust", and "state-of-the-art" unless the evidence board supports them.
  • If evidence is provisional, write a draft but mark the result placeholder and the required replacement.
  • Prefer one clear primary promise over several diluted promises.

Step 1 - Build Top-Level Snapshot

Extract:

## Top-Level Writing Snapshot
- Target venue:
- Paper archetype:
- Primary audience:
- Title currently says:
- Abstract currently says:
- Contribution list currently says:
- Primary claim:
- Main evidence:
- Missing/provisional evidence:
- Forbidden claims:
- Desired positioning variants:

If the paper has no stable positioning, route to paper-positioning-planner or paper-writing-contract-planner before finalizing.

Step 2 - Select Abstract Pattern

Read references/abstract-patterns.md and choose one pattern:

  • method
  • benchmark/dataset
  • empirical study
  • analysis/diagnostic
  • systems/tooling
  • theory
  • application
  • negative result or limitation

The pattern controls move order, not sentence wording.

Step 3 - Draft the Abstract Contract

Create or update:

paper/.agent/abstract-title-plan.md

If there is no paper/ directory and the current directory is the paper repo, save to:

.agent/abstract-title-plan.md

Use templates/abstract-title-plan.md.

For each abstract sentence or clause, record:

  • move role
  • claim supported
  • evidence status
  • overclaim risk

Step 4 - Produce Title Options

Generate three to six title options across useful positioning styles:

  • direct method name
  • problem-plus-method
  • finding-led
  • benchmark/resource-led
  • mechanism-led
  • scoped and conservative

For each title, note what it sells and what risk it creates.

Step 5 - Write or Revise Contribution Bullets

Each contribution bullet should include:

  • concrete deliverable or finding
  • scope
  • evidence type
  • reader value

Contribution bullets should be parallel in grammar and non-overlapping in content.

Step 6 - Final Checks

Before finalizing:

  • title promise appears in abstract and introduction
  • abstract claims appear in contribution bullets or paper body
  • contribution bullets have evidence locations
  • result numbers match verified or explicitly provisional status
  • venue-required abstract constraints are respected when known
  • title does not oversell generality, novelty, or SOTA
  • top-level wording and dependency changes are recorded with paper-writing-memory-manager
  • open issues are routed to paper-evidence-board, paper-introduction-argument-writer, or paper-draft-consistency-editor

Version History

  • e0220ca Current 2026-07-05 21:34

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