abstract-title-contribution-writer
GitHub用于起草机器学习论文的标题、摘要和贡献列表，校准声明强度，确保内容一致并避免过度夸大。
Trigger Scenarios
Install
npx skills add NeverSight/learn-skills.dev --skill abstract-title-contribution-writer -g -y
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.mdwhen writing titles or contribution bullets. - Use
templates/abstract-title-plan.mdwhen creatingpaper/.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, andpaper/.agent/provisional-results.mdwhen present. - Read current
abstract,title, and contribution text frommain.tex,paper.tex,sections/abstract.tex, orsections/introduction.texwhen 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, orpaper-draft-consistency-editor
Version History
- e0220ca Current 2026-07-05 21:34
