Paper Write

Paper Write: Section-by-Section LaTeX Generation

Draft a LaTeX paper based on: $ARGUMENTS

Constants

• REVIEWER_MODEL = `gpt-6-astra` — Model used via Codex MCP for section review. Must be an OpenAI model.
• TARGET_VENUE = `ICLR` — Default venue. Supported: ICLR, NeurIPS, ICML, CVPR (also ICCV/ECCV), ACL (also EMNLP/NAACL), AAAI, ACM (ACM MM, SIGIR, KDD, CHI, etc.), IEEE_JOURNAL (IEEE Transactions / Letters, e.g., T-PAMI, JSAC, TWC, TCOM, TSP, TIP), IEEE_CONF (IEEE conferences, e.g., ICC, GLOBECOM, INFOCOM, ICASSP). Determines style file and formatting.
• ANONYMOUS = true — If true, use anonymous author block. Set false for camera-ready. Note: most IEEE venues do NOT use anonymous submission — set false for IEEE.
• MAX_PAGES = 9 — Main body page limit. For ML conferences: counts from first page to end of Conclusion section, references and appendix NOT counted. For IEEE venues: references ARE counted toward the page limit. Typical limits: IEEE journal = no strict limit (but 12-14 pages typical for Transactions, 4-5 for Letters), IEEE conference = 5-8 pages including references.
• DBLP_BIBTEX = true — Fetch real BibTeX from DBLP/CrossRef instead of LLM-generated entries. Eliminates hallucinated citations. Zero install required. Set false to use legacy behavior (LLM search + [VERIFY] markers).

Inputs

1. PAPER_PLAN.md — outline with claims-evidence matrix, section plan, figure plan (from /paper-plan)
2. NARRATIVE_REPORT.md — the research narrative (primary source of content)
3. Generated figures — PDF/PNG files in figures/ (from /paper-figure)
4. LaTeX includes — figures/latex_includes.tex (from /paper-figure)
5. Bibliography — existing .bib file, or will create one

If no PAPER_PLAN.md exists, ask the user to run /paper-plan first or provide a brief outline.

Orchestra-Guided Writing Overlay

Keep the existing insleep workflow, file layout, and defaults. Use the shared references below only when they improve writing quality:

• Read ../shared-references/writing-principles.md before drafting the Abstract, Introduction, Related Work, or when prose feels generic.
• Read ../shared-references/venue-checklists.md during the final write-up and submission-readiness pass.
• Read ../shared-references/citation-discipline.md only when the built-in DBLP/CrossRef workflow is insufficient.

These references are support material, not extra workflow phases.

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

Lets the user steer structural style (section ordering, theorem density, sentence cadence, figure density, bibliography 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:

# 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 $2; exit}' .aris/installed-skills.txt 2>/dev/null) || true
fi
if [ -z "${ARIS_REPO:-}" ] && [ -f "$HOME/.aris/repo" ]; then
    ARIS_REPO=$(cat "$HOME/.aris/repo" 2>/dev/null) || true
fi
STYLE_HELPER=".aris/tools/extract_paper_style.py"
[ -f "$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/, \$ARIS_REPO/tools/, or via ~/.aris/repo." >&2
  echo "       Fix: rerun bash tools/install_aris.sh or smart_update.sh (refreshes ~/.aris/repo), 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 draft" >&2 ; exit 1 ;;
  *) echo "error: helper failed unexpectedly; aborting draft" >&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. Match section count, section ordering tendency, theorem-environment density, caption-length distribution, sentence cadence, math display ratio, citation style.
• Never copy prose, claims, examples, or terminology from anything reachable through the cache. The profile is intentionally aggregate; if you need substance, use the user's own outline.
• 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, not the author's stylistic context.

<!-- DATA_NEEDED --> markers (when GAP_REPORT.md exists)

If /paper-plan ran with — style-ref: it will have emitted GAP_REPORT.md alongside PAPER_PLAN.md. This file lists structural slots (ablation tables, scaling experiments, failure-case analyses, …) the exemplar implies but the user has no evidence to fill.

When GAP_REPORT.md is present and a section slot is classified as status: missing:

1. Do not fabricate numerical results, figure references, or qualitative claims to fill that slot.
2. Emit an HTML-comment placeholder at the exact location the missing content would go:

   <!-- DATA_NEEDED: GAP_S5_ABLATION — ablation table comparing X across the 3 axes implied by exemplar -->

1. Slot ID and one-line description come straight from GAP_REPORT.md. Never invent Slot IDs. Never reword the description to be more confident than the report.
2. The marker is intentionally an HTML comment so it is invisible in the rendered PDF but searchable via `grep -r "DATA_NEEDED" sec/` for human triage / /experiment-bridge follow-up.
3. For status: partial, write what the user has and emit <!-- DATA_NEEDED: <Slot ID> — <what specifically is short> --> at the gap point in the same paragraph (do not split the section).

Carve-out from "no placeholder" rule. The default /paper-write discipline (no placeholders such as "see supplementary" or "TBD") still applies for everything except GAP_REPORT-listed missing slots. The marker is the principled way to surface genuine evidence deficits without compromising claim integrity.

Original idea: @zhangpelf in #217.

Templates

Venue-Specific Setup

The skill includes conference templates in templates/. Select based on TARGET_VENUE:

ICLR:

\documentclass{article}
\usepackage{iclr2026_conference,times}
% \iclrfinalcopy  % Uncomment for camera-ready

NeurIPS:

\documentclass{article}
\usepackage[preprint]{neurips_2025}
% \usepackage[final]{neurips_2025}  % Camera-ready

ICML:

\documentclass[accepted]{icml2025}
% Use [accepted] for camera-ready

IEEE Journal (Transactions, Letters):

\documentclass[journal]{IEEEtran}
\usepackage{cite}  % IEEE uses \cite{}, NOT natbib
% Author block uses \author{Name~\IEEEmembership{Member,~IEEE}}