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Workflow 3: Full paper writing pipeline. Orchestrates paper-plan → paper-figure → paper-write → paper-compile → auto-paper-improvement-loop to go from a narrative report to a polished, submission-ready PDF.
Passed 17 of 22 test cases with the skill, and 6 of 22 without it.
and 11 more in the full report
12 fixed6 passed either way6 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 12 test cases the skill fixed. Same model, same prompt, with and without the skill.
In Phase 5, what exact filename is used to store the complete review log documenting critique scores and implemented fixes?
| Checked | Without skill | With skill |
|---|---|---|
| Identifies PAPER_IMPROVEMENT_LOG.md as the review log filename. | Missed | Passed |
The instructions your model reads when the skill loads.
Orchestrate a complete paper writing workflow for: $ARGUMENTS
This skill chains five sub-skills into a single automated pipeline:
/paper-plan → /paper-figure → /paper-write → /paper-compile → /auto-paper-improvement-loop
(outline) (plots) (LaTeX) (build PDF) (review & polish ×2)
Each phase builds on the previous one's output. The final deliverable is a polished, reviewed paper/ directory with LaTeX source and compiled PDF.
ICLR — Target venue. Options: ICLR, NeurIPS, ICML, CVPR, ACL, AAAI, ACM, IEEE_JOURNAL (IEEE Transactions / Letters), IEEE_CONF (IEEE conferences). Affects style file, page limit, citation format.gpt-5.4 — Model used via a secondary Codex agent for plan review, figure review, writing review, and improvement loop.false to pause and wait for user approval after each phase.true, the improvement loop (Phase 5) pauses after each round's review to let you see the score and provide custom modification instructions. When false (default), the loop runs fully autonomously. Passed through to /auto-paper-improvement-loop.Override inline:
/paper-writing "NARRATIVE_REPORT.md" — venue: NeurIPS, human checkpoint: trueIEEE example:/paper-writing "NARRATIVE_REPORT.md" — venue: IEEE_JOURNAL
This pipeline accepts one of:
NARRATIVE_REPORT.md (best) — structured research narrative with claims, experiments, results, figuresPAPER_PLAN.md — skip Phase 1, start from Phase 2The more detailed the input (especially figure descriptions and quantitative results), the better the output.
test cases passed, vs 6 / 22 without
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