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Stage 2 · NeurIPS Refine Skill (Template Extension) · runtsang | DecimalAI

researchby runtsang

Stage 2 · NeurIPS Refine Skill (Template Extension)

runtsang/stage2-neurips-refine

Source runtsang/rebuttalstudio ↗License Not recorded

Refine a Stage2 NeurIPS rebuttal draft into polished, reviewer-facing prose in the author's style; preserve factual grounding, optionally prepend a courteous opening phrase, and normalize tables/code/formulas into Markdown.

SkillScore59Maintained

Automatic

Writing & Editing pack

Last verified 8/27/2026

What it changes

Passed 13 of 22 test cases with the skill, and 6 of 22 without it.

Without skill27%

With skill59%

Checks it passed that the model alone missed

The response avoids polite opening filler.
The response refers to the target conference as NeurIPS.
The output names the conference as NeurIPS when referencing the venue.

and 4 more in the full report

7 fixed6 passed either way9 still failing0 broke

Pass-rate lift: +32 pp
Tokens: -7%
Agent turns: 0%
Response time: -13%

Model gemini-3.6-flashMeasured 8/27/2026v113 of 22 cases passed with skill

Tokens, turns and time describe resource use, not a dollar price.

Use this skill

Save it into your project's skills folder. Claude Code picks it up in its next session.

curl -fsSL --create-dirs -o .claude/skills/runtsang-stage2-neurips-refine/SKILL.md https://app.decimal.ai/s/runtsang-stage2-neurips-refine/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add runtsang-stage2-neurips-refine, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"

1 · One-time — install the CLI (docs ↗)

pip install "decimalai>=0.15"

2 · Get the skill — writes .agents/skills/runtsang-stage2-neurips-refine/ and pins it in .decimal/skills.lock

decimalai skills add runtsang-stage2-neurips-refine

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/runtsang-stage2-neurips-refine/SKILL.md https://app.decimal.ai/s/runtsang-stage2-neurips-refine/SKILL.md

Raw file: /s/runtsang-stage2-neurips-refine/SKILL.md ↗ · machine-readable summary at /s/runtsang-stage2-neurips-refine.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 7 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 7

Prompt

We have raw notes correcting a typo in Lemma 3.1 pointed out by Reviewer 2. Model assistants typically write a friendly multi-sentence greeting before addressing the math. Format this for a NeurIPS rebuttal in JSON.

What was checked, without and with the skill
Checked	Without skill	With skill
The response addresses Lemma 3.1 directly without conversational greetings.	Missed	Passed

case-11 · gemini-3.6-flash · 8/27/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md18 linessingle file

Stage 2 · NeurIPS Refine Skill (Template Extension)

Apply the shared template first:

skills/stage2/template/SKILL.md

Then apply only the NeurIPS-specific overrides below.

NeurIPS overrides

Preserve the same strict JSON schema and output format from the template.
Keep NeurIPS naming in labels and internal references when conference name is explicitly mentioned.
Keep style target concise, precise, and submission-ready for a top-tier ML rebuttal (NeurIPS).
NeurIPS rebuttals typically have a word limit; keep individual responses focused and efficient.

NeurIPS note

No additional structural override is required beyond conference labeling. All writing constraints, opener rules, normalization rules, and hard constraints are inherited from the base template.

Track record

Benchmark

13 / 22

test cases passed, vs 6 / 22 without

Adoption

Users: 0
Times used: 0

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/3/2026

View 15 scanner checks

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

runtsang / rebuttalstudio

skills/stage2/neurips/SKILL.md

View on GitHub ↗

Imported 8/3/2026Version v1

Other skills for the same job

Published skills whose descriptions closely match this one, with their headline benchmark lift.

More skills from the same source and nearby in the registry, with their headline benchmark lift.

Ready to supercharge your AI agents?

See it in action

What's inside

Stage 2 · NeurIPS Refine Skill (Template Extension)

NeurIPS overrides

NeurIPS note

Track record

Benchmark

Adoption

SkillSafety

Source

Other skills for the same job

Related skills