A skill your agent uses when revising an ACM RecSys paper for a recommendation-first first page, honest offline-versus-online framing, equal-budget baseline claims, leakage-aware evaluation wording…

MITAuto-check passedWriting & Content

Install Recsys Writing Style

skills CLI
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill recsys-writing-style -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install brycewang-stanford/Awesome-Journal-Skills recsys-writing-style --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/RecSys-Skills/skills/recsys-writing-style .claude/skills/recsys-writing-style && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
recsys-writing-style
GitHub stars
1.2k
Token cost
~961 tokens
SKILL.md length
419 words
Files
1
Skills in repo
2,387
Repo updated
First seen
Licence
MIT

At a glance

A skill your agent uses when revising an ACM RecSys paper for a recommendation-first first page, honest offline-versus-online framing, equal-budget baseline claims, leakage-aware evaluation wording…

  • Revising an ACM RecSys paper for a recommendation-first first page
  • SKILL.md covers Revision rules, Claim-discipline for…, Sentence-level rewrites and Vignette: compressing into…, plus 1 more section
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
  • Honest offline-versus-online framing

What it does

Recsys Writing Style is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when revising an ACM RecSys paper for a recommendation-first first page, honest offline-versus-online framing, equal-budget baseline claims, leakage-aware evaluation wording, ACM two-column 8-page compression, double-blind phrasing, and claims scoped to what the ranking evidence actually supports rather than to leaderboard language.

Its SKILL.md is about 960 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Writing & Content, covering Brand voice and tone. The repository describes itself as: Journal-specific Claude Code/Codex skill packs covering mainstream journals — AER, QJE, Nature, Cell, 管理世界, 经济研究 & 200+ more — your fast track to getting published. | 覆盖主流期刊的… The licence is MIT.

When your agent uses it

  • Revising an ACM RecSys paper for a recommendation-first first page
  • Honest offline-versus-online framing
  • Equal-budget baseline claims
  • Leakage-aware evaluation wording

Example prompts

  • “/recsys-writing-style”

What it can do on your machine

Read from SKILL.md and the folder at commit 932eb23. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Recsys Writing Style loads about 961 tokens when it runs. Until then it costs about 90 tokens; SKILL.md has 419 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~90
When it runs · the whole SKILL.md, loaded when a task matches
~961

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from brycewang-stanford/Awesome-Journal-Skills at commit 932eb23, republished under its MIT licence (© brycewang-stanford). 419 words, ~961 tokens.

Download SKILL.mdSave it as .claude/skills/recsys-writing-style/SKILL.md (or your agent's skills folder).
name
recsys-writing-style
description
Use when revising an ACM RecSys paper for a recommendation-first first page, honest offline-versus-online framing, equal-budget baseline claims, leakage-aware evaluation wording, ACM two-column 8-page compression, double-blind phrasing, and claims scoped to what the ranking evidence actually supports rather than to leaderboard language.

RecSys Writing Style

Use this when revising the main paper. RecSys papers need a compact statement of why a recommendation result matters and enough evaluation detail to survive a reproducibility-minded reviewer.

Revision rules

  • Put the recommendation contribution on the first page: problem, gap, method, offline evidence, and the offline-to-deployment bridge.
  • Make the evaluation protocol explicit early: the split (temporal vs random), whether metrics are full-ranking or sampled, and that baselines are tuned under an equal budget.
  • Pair every empirical claim with a table, an ablation, or an off-policy/A-B result — not with a superlative.
  • Use the 8-page body for core logic; move tuning grids, extra datasets, and per-dataset breakdowns to the appendix (which counts inside the budget) without making the body unreadable.
  • Avoid leaderboard framing ("state of the art," "outperforms all baselines") when the gain is small, the variance unreported, or the baselines under-tuned.
  • Maintain double-blind style in self-citations, platform names, acknowledgements, funding, and the repository description.

Claim-discipline for recommender papers

  • State the split protocol in words, not just in a config: "we use a temporal leave-one-last split" pre-empts the leakage objection.
  • Say the baselines were tuned with the same budget as the method; this one sentence defuses the field's central reproducibility complaint.
  • When an offline metric is the only evidence, scope the claim to offline; do not let "nDCG rose" masquerade as "users are better served."
  • Report variance (mean ± sd over seeds), and in captions say whether bars are sd, confidence intervals, or quantiles.
  • Label beyond-accuracy goals (diversity, fairness, exposure) as measured quantities, not asserted virtues.
Show full SKILL.md (163 more words)Show less

Sentence-level rewrites

Draft patternRecSys-safe rewrite
"Our model significantly outperforms all baselines.""improves nDCG@20 by X (sd Y) over equal-budget-tuned baselines"
"We evaluate on a standard split.""We use a temporal leave-one-last split to avoid future leakage."
"Achieves state-of-the-art recommendation."Claim scoped to the datasets and cutoff actually tested
"Users will benefit from better recommendations.""our off-policy estimate of engagement rises; deployment is future work"
"We use Recall@20.""Recall@20 over the full item catalog (not a sampled candidate set)"

Vignette: compressing into eight two-column pages

A draft with a model, five datasets, and a sprawling related-work section: keep the method, the assumption, the headline tuned table, one mechanism ablation, and the offline-online bridge in the body; compress related work into contribution contrasts; move the tuning grid, two datasets, and per-dataset breakdowns to the appendix with explicit forward references. The test of a good cut: a reviewer should reconstruct the whole argument, including how the baselines were tuned, without opening the repository.

Output format

text
[Writing diagnosis] clear / under-justified / overclaimed / leakage-ambiguous
[First-page fix] <new recommendation-first framing>
[Claim discipline] <claim -> table / ablation / off-policy result / scoped limitation>
[Evaluation wording] <split protocol / metric type / tuning-budget statement>
[Compression cuts] <move / delete / merge>
[Anonymity edits] <phrases to rewrite>

© brycewang-stanford, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in RecSys-Skills/skills/recsys-writing-style of brycewang-stanford/Awesome-Journal-Skills.

Open the folder on GitHubat commit 932eb23

Compare with similar skills

Recsys Writing Style next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Recsys Writing Style compared with similar skills
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Recsys Writing Style this skillbrycewang-stanford/Awesome-Journal-Skills1.2k—~961Automated safety check: PassMIT
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BrandOhh-889/skyroc79513 repos~733Automated safety check: PassMIT
Khazix WeChat Article WriterKKKKhazix/khazix-skills21k1 repos~2.9kAutomated safety check: PassMIT
Writing Guidelinesvercel-labs/agent-skills32k7 repos~309Automated safety check: PassNone
Unslop AI Writing Cleanuptheclaymethod/unslop518—~1.7kAutomated safety check: PassMIT

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Questions about Recsys Writing Style

What does Recsys Writing Style do?

A skill your agent uses when revising an ACM RecSys paper for a recommendation-first first page, honest offline-versus-online framing, equal-budget baseline claims, leakage-aware evaluation wording…. Recsys Writing Style is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when revising an ACM RecSys paper for a recommendation-first first page, honest offline-versus-online framing, equal-budget baseline claims, leakage-aware evaluation wording, ACM two-column 8-page compression, double-blind phrasing, and claims scoped to what the ranking evidence actually supports rather than to leaderboard language.

When should I use Recsys Writing Style?

Recsys Writing Style fits situations like: revising an ACM RecSys paper for a recommendation-first first page; honest offline-versus-online framing; equal-budget baseline claims; leakage-aware evaluation wording.

How do I install Recsys Writing Style in Claude Code?

Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill recsys-writing-style -a claude-code`. Or copy the skill folder (RecSys-Skills/skills/recsys-writing-style in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/recsys-writing-style in your project. Claude Code loads it when a task matches its description.

How do I install Recsys Writing Style in Codex?

Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill recsys-writing-style -a codex`. Or copy the skill folder (RecSys-Skills/skills/recsys-writing-style in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/recsys-writing-style in your project. Codex loads it when a task matches its description.

Can I use Recsys Writing Style in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill recsys-writing-style -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/recsys-writing-style, .gemini/skills/recsys-writing-style, .github/skills/recsys-writing-style and .opencode/skills/recsys-writing-style in your project.

What does Recsys Writing Style need to run?

SKILL.md names no scripts, command-line tools or credentials: Recsys Writing Style is instructions for the agent only.

Does Recsys Writing Style access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Recsys Writing Style safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Recsys Writing Style use?

Recsys Writing Style is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Recsys Writing Style use?

About 961 tokens (SKILL.md is roughly 3.8k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Recsys Writing Style?

Skills that share tags, products or a category with Recsys Writing Style: Avoid AI Writing (conorbronsdon/avoid-ai-writing, 4.9k stars), Brand (Ohh-889/skyroc, 795 stars), Khazix WeChat Article Writer (KKKKhazix/khazix-skills, 21k stars) and Writing Guidelines (vercel-labs/agent-skills, 32k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Recsys Writing Style?

brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Awesome-Journal-Skills, which has 1,231 GitHub stars. The repository holds 2,387 skills in this directory. The repository was last updated on September 27, 2026.

Source: brycewang-stanford/Awesome-Journal-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.