Agent SkillsNeverSight/learn-skills.dev › paper-evidence-board

paper-evidence-board

GitHub

维护面向论文的论据看板,对齐主张、实验证据、图表与章节,识别审稿风险并规划提交前的修改行动。适用于写作中发现证据缺失、结果更新需调整叙事或模拟审稿暴露差距时。

data/skills-md/a-green-hand-jack/ml-research-skills/paper-evidence-board/SKILL.md NeverSight/learn-skills.dev

Trigger Scenarios

论文写作发现主张缺乏证据 新实验结果需要更新论文叙述或图表 审稿模拟揭示证据缺口 提交前检查主张与证据的一致性

Install

npx skills add NeverSight/learn-skills.dev --skill paper-evidence-board -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/paper-evidence-board -g -y

Use without installing

npx skills use NeverSight/learn-skills.dev@paper-evidence-board

指定 Agent (Claude Code)

npx skills add NeverSight/learn-skills.dev --skill paper-evidence-board -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": "paper-evidence-board",
    "description": "Maintain a paper-facing evidence board that aligns claims, experiments, figures, tables, sections, reviewer risks, and next actions during ML\/AI paper writing. Use this skill whenever writing exposes missing experiments, new results require paper changes, reviewer simulation reveals evidence gaps, claims need support checks, figures\/tables need mapping to claims, or the user wants a live paper evidence board before submission.",
    "allowed-tools": "Read, Write, Edit, Bash, Glob, WebSearch, WebFetch",
    "argument-hint": "[paper-dir-or-project-root] [--venue <venue>] [--mode build|audit|update|review]"
}

Paper Evidence Board

Maintain the paper-facing view of the research project: which claims the paper makes, what evidence supports them, where they appear, what reviewers may attack, and what actions are needed before submission.

Use this skill when:

  • writing reveals that a paper claim lacks evidence
  • new experiment results require updating paper narrative, figures, or sections
  • review simulation creates experiment or writing actions
  • a paper draft needs claim-evidence alignment before submission
  • figures and tables need to be mapped to paper claims
  • figure/table style needs to be tracked as a writing decision, including palette, markers, symbols, typography, and venue-facing visual conventions
  • the user wants a live evidence board for a paper
  • the project needs to decide whether a gap requires more experiments, rewriting, narrowing a claim, or cutting material

This skill is more specific than research-project-memory: it uses project memory as the source of cross-component truth, but creates a paper-facing board for writing and review decisions.

Pair this skill with:

  • research-project-memory for project-level claim/evidence/risk/action IDs and writeback
  • conference-writing-adapter when the board shows structural or paragraph-level writing changes
  • experiment-design-planner when the board exposes missing evidence requiring new experiments
  • result-diagnosis when new evidence weakens or complicates a claim
  • paper-reviewer-simulator when the board should be stress-tested from a reviewer perspective
  • figure-results-review when figures/tables need claim-support, caption, statistical, or visual-style review
  • citation-coverage-audit when novelty or related-work gaps appear

Skill Directory Layout

<installed-skill-dir>/
├── SKILL.md
└── references/
    ├── board-schema.md
    ├── evidence-gap-triage.md
    ├── paper-section-map.md
    ├── report-template.md
    ├── reviewer-risk-integration.md
    └── update-protocol.md

Progressive Loading

  • Always read references/board-schema.md, references/evidence-gap-triage.md, and references/update-protocol.md.
  • Read references/paper-section-map.md when building a section-by-section board from a draft.
  • Read references/reviewer-risk-integration.md when using reviewer simulation, real reviews, or venue-specific risks.
  • Use references/report-template.md for substantial board reports.
  • Verify current venue rules or reviewer forms when venue-specific evidence expectations matter.

Core Principles

  • Every major paper claim should have a paper location, evidence status, and reviewer risk.
  • Evidence should point to source artifacts, not only prose memory.
  • A figure/table should have a job: support a claim, answer a reviewer question, or delimit scope.
  • A paper-facing figure/table should also obey the paper's visual style policy, not just display correct numbers.
  • Missing evidence is not a writing problem by default; it may require experiment design, result diagnosis, claim narrowing, or citation work.
  • Do not hide negative or weak results. Mark how they change the claim.
  • Keep the board actionable: each open gap should route to a next skill or action.

Step 1 - Locate Paper and Project Memory

Find:

  • paper root: paper/, current directory, or user-provided path
  • project root, if different
  • memory/claim-board.md
  • memory/evidence-board.md
  • memory/risk-board.md
  • memory/action-board.md
  • paper/.agent/paper-status.md
  • paper sources such as main.tex, paper.tex, sections/*.tex, figures, tables, and appendix

If project memory is missing, still build a paper board from the draft, but recommend initializing research-project-memory.

Step 2 - Extract Paper Claims

Read the draft or provided notes and extract:

  • title and abstract claims
  • introduction contribution bullets
  • method claims
  • theory claims
  • experiment claims
  • related-work novelty boundaries
  • limitation and scope claims

Assign or reuse CLM-### IDs. For each claim, record:

  • exact paper location
  • claim type
  • strength
  • current wording risk
  • evidence expected
  • evidence available

Do not treat aspirational contribution language as proven evidence.

Step 3 - Map Evidence to Claims

Read references/board-schema.md.

For every evidence item:

  • identify source path, run ID, table, figure, theorem, citation, or review text
  • link to claim IDs
  • mark status: planned, running, observed, reported, stale, contradicted, or cut
  • mark certainty: observed, user-stated, inferred, stale, or needs-verification
  • state limitations

If evidence is only in a daily log or chat note, mark it accordingly and create an action to verify source artifacts.

Step 4 - Build Section and Figure/Table Map

Read references/paper-section-map.md.

Create:

  • section map: section -> claims -> evidence -> risks -> actions
  • figure/table map: figure/table -> evidence -> claim -> required caption message -> stale status
  • visual style map: palette, method-to-marker mapping, typography, symbols, figure sizing, and table conventions
  • appendix map when relevant

Identify:

  • claims repeated in multiple places with inconsistent strength
  • figures without a claim
  • claims without a figure/table/proof/citation when one is expected
  • stale figures after new results
  • inconsistent colors, symbols, method names, font sizes, or figure sizes across paper visuals
  • result tables not discussed in prose

Step 5 - Triage Evidence Gaps

Read references/evidence-gap-triage.md.

For each gap, decide:

  • new-experiment: needs experiment-design-planner
  • result-diagnosis: existing result is ambiguous or contradictory
  • rewrite: evidence exists but prose overclaims or hides it
  • narrow-claim: evidence supports a smaller claim
  • citation-work: claim needs missing related work or attribution
  • cut: claim is not worth supporting
  • accept-risk: limitation can be stated rather than fixed

Every high-risk gap should create an action.

Step 6 - Integrate Reviewer Risks

Read references/reviewer-risk-integration.md.

Use:

  • simulated reviewer risks from paper-reviewer-simulator
  • citation risks from citation-coverage-audit
  • real review risks from rebuttal-strategist
  • venue-specific expectations when known

Map each risk to:

  • claim
  • paper location
  • evidence gap
  • fix type: experiment, analysis, proof, citation, rewrite, figure/table, limitation, or rebuttal
  • priority

Step 7 - Produce Board and Actions

Use references/report-template.md for full output.

If saving to a project and no path is given, use:

paper/.agent/paper-evidence-board.md

Output:

  • paper snapshot
  • claim-evidence matrix
  • section map
  • figure/table map
  • visual style map
  • evidence gaps
  • reviewer-risk map
  • action plan
  • project-memory writeback

Step 8 - Write Back to Project Memory

If the project uses research-project-memory, update:

  • memory/claim-board.md: claim status, wording, paper locations, and weakened/cut claims
  • memory/evidence-board.md: evidence source paths, figure/table mappings, stale status, and limitations
  • memory/risk-board.md: evidence-gap, writing, novelty, baseline, and reviewer risks
  • memory/action-board.md: experiment, diagnosis, rewrite, citation, figure/table, and review actions
  • paper/.agent/paper-status.md: current paper section state
  • paper/.agent/visual-style.md: paper-facing figure/table style policy when visual conventions are material
  • paper/.agent/paper-evidence-board.md: the paper-facing board

Do not duplicate long experiment reports. Link to them.

Final Sanity Check

Before finalizing:

  • every major claim has a location and evidence status
  • unsupported claims are marked as planned, narrowed, or cut
  • every main figure/table has a claim-facing job
  • paper-facing figures/tables share consistent colors, markers, symbols, typography, sizing, and notation
  • stale evidence is marked
  • reviewer risks link to actions
  • next actions are routed to the right skill
  • project memory is updated when present

Version History

  • e0220ca Current 2026-07-05 21:35

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