abstract-title-contribution-writer

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.
argument-hint	[paper-dir] [--venue <venue>] [--archetype <type>] [--mode draft|revise|options]
allowed-tools	Read, Write, Edit, Bash, Glob, WebSearch, WebFetch

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