Paper Plan: From Review Conclusions to Paper Outline

Generate a structured, section-by-section paper outline from: $ARGUMENTS

Constants

• REVIEWER_MODEL = gpt-5.5 — Model used via Codex MCP for outline review. Must be an OpenAI model.
• TARGET_VENUE = ICLR — Default venue. User can override (e.g., /paper-plan "topic" — venue: NeurIPS). Supported: ICLR, NeurIPS, ICML, CVPR, ACL, AAAI, ACM, IEEE_JOURNAL (IEEE Transactions / Letters), IEEE_CONF (IEEE conferences).
• MAX_PAGES — Page limit. For ML conferences: main body to Conclusion end (excluding references, appendix). ICLR=9, NeurIPS=9, ICML=8. For IEEE venues: references ARE included in page count. IEEE journal Transactions ≈ 12-14 pages total, Letters ≈ 4-5 pages total; IEEE conference ≈ 5-8 pages total (including references).

Inputs

The skill expects one or more of these in the project directory:

1. NARRATIVE_REPORT.md or STORY.md — research narrative with claims and evidence
2. review-stage/AUTO_REVIEW.md — auto-review loop conclusions (fall back to ./AUTO_REVIEW.md if not found)
3. Experiment results — JSON files in figures/, screen logs, tables
4. idea-stage/IDEA_REPORT.md — from idea-discovery pipeline (if applicable) (fall back to ./IDEA_REPORT.md if not found)
5. Compact files (if available): idea-stage/IDEA_CANDIDATES.md (fall back to ./IDEA_CANDIDATES.md if not found), findings.md, EXPERIMENT_LOG.md — preferred over full files when present, saves context window

If none exist, ask the user to describe the paper's contribution in 3-5 sentences.

Orchestra-Guided Writing Overlay

Keep the existing insleep workflow and outputs, but use the shared references below to improve the quality of the story and outline.

• Read ../shared-references/writing-principles.md when framing the one-sentence contribution, Abstract, Introduction, Related Work, or hero figure.
• Read ../shared-references/venue-checklists.md before freezing the outline for a specific venue.
• Only load these references when needed; do not paste their full contents into the working draft.

Optional: Style reference (— style-ref: <source>, opt-in)

Lets the user steer the structural layout of the outline (section ordering, subsection density, theorem-environment density, figure budget, citation style) toward a reference paper. Default OFF — when the user does not pass — style-ref, do nothing differently from before.

Only when — style-ref: <source> appears in $ARGUMENTS, run the helper FIRST, before drafting the outline:

# Resolve $STYLE_HELPER via the canonical strict-safe chain (see
# shared-references/integration-contract.md §2). Policy A — gate:
# unresolved helper means --style-ref cannot be satisfied, so abort.
cd "$(git rev-parse --show-toplevel 2>/dev/null || pwd)" || exit 1
if [ -z "${ARIS_REPO:-}" ] && [ -f .aris/installed-skills.txt ]; then
    ARIS_REPO=$(awk -F'\t' '$1=="repo_root"{print $2; exit}' .aris/installed-skills.txt 2>/dev/null) || true
fi
STYLE_HELPER=".aris/tools/extract_paper_style.py"
[ -f "$STYLE_HELPER" ] || STYLE_HELPER="tools/extract_paper_style.py"
[ -f "$STYLE_HELPER" ] || { [ -n "${ARIS_REPO:-}" ] && STYLE_HELPER="$ARIS_REPO/tools/extract_paper_style.py"; }
[ -f "$STYLE_HELPER" ] || {
  echo "ERROR: extract_paper_style.py not resolved at .aris/tools/, tools/, or \$ARIS_REPO/tools/." >&2
  echo "       Fix: rerun bash tools/install_aris.sh, export ARIS_REPO, or copy the helper to tools/." >&2
  echo "       --style-ref cannot be satisfied; aborting." >&2
  exit 1
}
STYLE_STATUS=0
CACHE=$(python3 "$STYLE_HELPER" --source "<source>") || STYLE_STATUS=$?
case "$STYLE_STATUS" in
  0) ;;                                       # use $CACHE/style_profile.md as structural guidance
  2) echo "warning: style-ref skipped (missing optional dep)" >&2 ;;
  3) echo "error: --style-ref source failed; aborting outline" >&2 ; exit 1 ;;
  *) echo "error: helper failed unexpectedly; aborting outline" >&2 ; exit 1 ;;
esac

Sources accepted: local TeX dir / file, local PDF, arXiv id (2501.12345 or arxiv:2501.12345), http(s) URL. Overleaf URLs and project IDs are rejected — clone via /overleaf-sync setup <id> first and pass the local clone path.

Strict rules (full contract in tools/extract_paper_style.py docstring):

• Use style_profile.md as structural guidance only when proposing the outline's section list, subsection counts, theorem density, figure budget.
• Never copy prose, claims, examples, section names verbatim, or terminology from anything reachable through the cache. The user's narrative is the only source of substance.
• Never pass — style-ref (or the cache contents) to reviewer / auditor sub-agents. Cross-model review independence (../shared-references/reviewer-independence.md) requires reviewers see only the artifact and the user's prompt.

Gap Report (GAP_REPORT.md, auto-emitted when style-ref is on)

When — style-ref: succeeded AND any of figures/, results/, data/, tables/, sec/, NARRATIVE_REPORT.md, CLAIMS_FROM_RESULTS.md exists in the project, also emit a gap report before drafting the outline. The gap report maps the exemplar's section topology + density requirements (from style_profile.md) against the user's actual assets, surfacing structural slots where the user has no evidence to fill. It is the contract by which /paper-write decides when to emit <!-- DATA_NEEDED --> markers instead of fabricating content.

Procedure:

1. Read $CACHE/style_profile.md for exemplar's section list + per-section feature counts (figures, theorems, tables, citations, sentences per section).
2. Inventory user assets: figures/* filenames, results/* evidence files, sec/*.tex existing prose, NARRATIVE_REPORT.md, CLAIMS_FROM_RESULTS.md (if /result-to-claim ran), references.bib for citation density.
3. For each section slot the exemplar implies (ablation table, scaling experiment, failure-case analysis, proof block, …), classify as covered / partial / missing.
4. Emit <output-dir>/GAP_REPORT.md:

# GAP_REPORT — exemplar vs user assets

- **Exemplar source:** <source identifier (file path, arXiv ID, URL)>
- **Generated:** <UTC ISO-8601>
- **Style profile:** <relative path to style_profile.md>

## Section topology gaps

| Exemplar slot | Exemplar feature | User evidence | Status | Slot ID |
|---|---|---|---|---|
| §5 Experiments | ablation table (3 axes × 4 levels) | `results/` has no ablation file | missing | `GAP_S5_ABLATION` |
| §5.3 Scaling | log-N scaling curve | `figures/scaling.pdf` not found | missing | `GAP_S5_SCALING` |
| §6 Discussion | failure-case analysis | not present in `NARRATIVE_REPORT.md` | missing | `GAP_S6_FAILURE` |
| §2 Related | citation density ≥ 60 | `references.bib` has 35 entries | partial | `GAP_S2_CITES` |

## Coverage summary

- covered: N
- partial: M
- missing: K

## Used by

- `/paper-write` reads this file and emits `<!-- DATA_NEEDED: <Slot ID> — <one-line description> -->` placeholders for `missing` slots instead of fabricating content.
- `/paper-claim-audit` can use Slot IDs to flag claims that cite sections with `missing` evidence.

Slot ID format: GAP_<SECTION>_<FEATURE>, all-caps, stable across regenerations unless user assets change.

Rules (hard):

• Do not infer, fill, or hallucinate evidence to "close" gaps. Missing is missing.
• Do not propose specific experiment commands to fill gaps — that is /experiment-bridge's job. Gap Report just surfaces deficits.
• Do not include exemplar prose / claim text / author names / quantitative figures from the exemplar.
• If style_profile.md extraction failed or the user has no project assets, skip Gap Report (no error; just do not emit the file).
• The gap report is also subject to reviewer isolation — never passed to reviewer / auditor sub-agents (same rule as style_profile.md).