Agent skill

Academic Translation Guide

by wentorai in wentorai/research-plugins

Academic translation, post-editing, and Chinglish correction guide

MITAuto-check passedWriting & Content

Install Academic Translation Guide

skills CLI
$ npx skills add wentorai/research-plugins --skill academic-translation-guide -a claude-code

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

GitHub CLI
$ gh skill install wentorai/research-plugins academic-translation-guide --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/wentorai/research-plugins.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/writing/polish/academic-translation-guide .claude/skills/academic-translation-guide && 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
academic-translation-guide
GitHub stars
298
Used in
1 other repo
Token cost
~1.6k tokens
SKILL.md length
407 words
Files
1
Skills in repo
405
Repo updated
First seen
Licence
MIT

At a glance

Academic translation, post-editing, and Chinglish correction guide

  • Works in 5 steps: Pre-process: Clean the source text.… → Translate: Run through your preferred MT… → Light post-editing (PE): Fix factual… → …
  • Tasks that involve Translation
  • SKILL.md covers Machine Translation for…, Common Chinglish Patterns and…, Academic Register Conventions and Translation of Domain-Specific…, plus 1 more section
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Academic Translation Guide is an agent skill from wentorai/research-plugins. Academic translation, post-editing, and Chinglish correction guide

Its SKILL.md is about 1.6k 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 Translation. The repository describes itself as: 350+ academic research skills, MCP configs, and plugins for Research-Claw and AI agents. The licence is MIT.

When your agent uses it

  • Tasks that involve Translation

Example prompts

  • “/academic-translation-guide”

Requirements

  • Python 3

Workflow steps

5 steps, taken from the first numbered list in SKILL.md.

  1. Pre-process: Clean the source text. Remove figure captions, table contents, and equations (translate these separately).
  2. Translate: Run through your preferred MT engine.
  3. Light post-editing (PE): Fix factual errors, terminology, and grammar without rewriting.
  4. Full post-editing: Rewrite for fluency, cohesion, and academic register.
  5. Domain review: Have a subject-matter expert verify technical terminology.

What it can do on your machine

Read from SKILL.md and the folder at commit bf44b3c. 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 (its code samples are markdown and python).

    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

Academic Translation Guide loads about 1.6k tokens when it runs. Until then it costs about 23 tokens; SKILL.md has 407 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~23
When it runs · the whole SKILL.md, loaded when a task matches
~1.6k

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 wentorai/research-plugins at commit bf44b3c, republished under its MIT licence (© wentorai). 407 words, ~1,595 tokens.

Download SKILL.mdSave it as .claude/skills/academic-translation-guide/SKILL.md (or your agent's skills folder).
name
academic-translation-guide
description
Academic translation, post-editing, and Chinglish correction guide

Academic Translation Guide

Translate and polish research manuscripts between languages with a focus on academic register, domain-specific terminology, and common pitfalls for Chinese-English academic writing.

Machine Translation for Academic Texts

EngineStrengthsWeaknessesBest For
DeepLExcellent European languages, natural outputLimited Asian language pairsEU language papers
Google TranslateBroadest language coverageLess polished academic registerQuick drafts, rare languages
ChatGPT / ClaudeContext-aware, follows style instructionsMay hallucinate terminologyPost-editing, term-aware translation
Tencent TranSmartStrong Chinese-English technicalLimited other languagesCN-EN STEM papers
Baidu TranslateStrong Chinese-EnglishLess natural EnglishCN-EN drafts
MT Post-Editing Workflow
  1. Pre-process: Clean the source text. Remove figure captions, table contents, and equations (translate these separately).
  2. Translate: Run through your preferred MT engine.
  3. Light post-editing (PE): Fix factual errors, terminology, and grammar without rewriting.
  4. Full post-editing: Rewrite for fluency, cohesion, and academic register.
  5. Domain review: Have a subject-matter expert verify technical terminology.
# Example: Light post-editing checklist
- [ ] Technical terms are correct and consistent
- [ ] Numbers, units, and chemical formulas are accurate
- [ ] Negation is preserved (a common MT error)
- [ ] Subject-verb agreement is correct
- [ ] Hedging language is appropriate ("may" vs "will")
- [ ] Citations and references are intact

Common Chinglish Patterns and Corrections

Word-Level Issues
ChinglishCorrectionExplanation
"in recent years" (overuse)"recently" / omitDirect translation of "近年来", used excessively
"play an important role"varies by contextDirect translation of "起着重要作用", often vague
"more and more""increasingly"Direct translation of "越来越"
"discuss about""discuss""discuss" is transitive in English
"research on" (as verb)"investigate" / "study""Research" used more as noun in English
"the experiment result shows""the experimental results show"Adjective form + plural
"according to" (overuse)"based on" / rephraseDirect translation of "根据"
Show full SKILL.md (164 more words)Show less
Sentence-Level Issues

Problem: Topic-comment structure (Chinese) vs. Subject-verb-object (English)

Chinglish: "This method, its advantage is that it can process large datasets."
Correct:   "The advantage of this method is its ability to process large datasets."

Problem: Missing articles (a, an, the)

Chinglish: "We propose method to solve problem."
Correct:   "We propose a method to solve the problem."

Problem: Redundant phrasing

Chinglish: "In this paper, we propose a novel new method..."
Correct:   "We propose a novel method..."  (or "a new method")

Chinglish: "The purpose of this study is to study..."
Correct:   "This study investigates..."

Problem: Overuse of passive voice

Chinglish: "It was found by us that the results were improved by the new method."
Correct:   "We found that the new method improved the results."

Academic Register Conventions

Formal vs. Informal
InformalFormal Academic
"a lot of""numerous" / "substantial"
"get""obtain" / "achieve"
"big""significant" / "substantial"
"show""demonstrate" / "indicate"
"think""hypothesize" / "propose"
"look at""examine" / "investigate"
"pretty good""satisfactory" / "promising"
"kind of""somewhat" / "to some extent"
Hedging Language

Academic writing requires appropriate hedging to avoid overclaiming:

Too strong: "This proves that X causes Y."
Hedged:     "These results suggest that X may contribute to Y."

Too strong: "It is certain that..."
Hedged:     "It appears likely that..." / "The evidence indicates..."

Too strong: "All researchers agree..."
Hedged:     "There is broad consensus that..." / "Most studies suggest..."

Translation of Domain-Specific Terms

Building a Terminology Glossary

For each paper, maintain a bilingual glossary to ensure consistency:

markdown
| Chinese Term | English Term | Domain | Notes |
|-------------|-------------|--------|-------|
| 深度学习 | deep learning | CS/AI | not "depth learning" |
| 损失函数 | loss function | ML | not "lost function" |
| 显著性 | significance | Stats | statistical significance |
| 显著性 | saliency | CV | visual saliency (different!) |
| 鲁棒性 | robustness | General | not "robust nature" |
| 过拟合 | overfitting | ML | not "over-fitting" (no hyphen) |
| 特征提取 | feature extraction | ML/CV | |
| 基准测试 | benchmark | CS | not "base test" |
Using LLMs for Terminology-Aware Translation
python
prompt = """Translate the following Chinese academic abstract to English.
Requirements:
1. Use formal academic register
2. Maintain these specific translations:
   - 注意力机制 -> attention mechanism
   - 自监督学习 -> self-supervised learning
   - 下游任务 -> downstream task
3. Do not add information not present in the original
4. Preserve all citation markers like [1], [2]

Chinese text:
{source_text}
"""

Quality Assurance Checklist

After translating and editing, verify:

  • All technical terms are correct and consistent throughout
  • Article usage (a/an/the) is correct
  • Subject-verb agreement is correct
  • Tense usage follows disciplinary conventions
  • Hedging language is appropriate
  • No Chinglish patterns remain
  • Numbers, units, and equations are accurate
  • References and citation markers are intact
  • Abstract length meets journal requirements
  • Register is consistently formal
  • No direct translations of Chinese idioms or four-character phrases

© wentorai, 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 skills/writing/polish/academic-translation-guide of wentorai/research-plugins.

Open the folder on GitHubat commit bf44b3c

Used in 1 other repository

We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in wentorai/research-plugins, which our catalogue first saw on October 7, 2026.

Compare with similar skills

Academic Translation Guide 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.

Academic Translation Guide compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Academic Translation Guide this skillwentorai/research-plugins2981 repos~1.6kAutomated safety check: PassMIT
Humanities Writing Companiontizzy916/humanities-writing-companion436—~3.4kAutomated safety check: PassCC-BY-NC-4.0
Academic Prose De-AI Editorheise3/academic-deai254—~1.4kAutomated safety check: PassMIT
Academic HumanizerYila-AI/awesome-research-skills133—~1.7kAutomated safety check: PassApache-2.0
Academic Paper PolishHKUSTDial/Supervisor-Skills8.8k—~3.1kAutomated safety check: PassCC-BY-NC-SA-4.0
Academic Humanizerdongshuyan/compass-skills753—~4.2kAutomated safety check: PassMIT

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Questions about Academic Translation Guide

What does Academic Translation Guide do?

Academic translation, post-editing, and Chinglish correction guide. Academic Translation Guide is an agent skill from wentorai/research-plugins.

When should I use Academic Translation Guide?

Academic Translation Guide fits situations like: tasks that involve Translation.

How do I install Academic Translation Guide in Claude Code?

Run `npx skills add wentorai/research-plugins --skill academic-translation-guide -a claude-code`. Or copy the skill folder (skills/writing/polish/academic-translation-guide in wentorai/research-plugins) into .claude/skills/academic-translation-guide in your project. Claude Code loads it when a task matches its description.

How do I install Academic Translation Guide in Codex?

Run `npx skills add wentorai/research-plugins --skill academic-translation-guide -a codex`. Or copy the skill folder (skills/writing/polish/academic-translation-guide in wentorai/research-plugins) into .agents/skills/academic-translation-guide in your project. Codex loads it when a task matches its description.

Can I use Academic Translation Guide 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 wentorai/research-plugins --skill academic-translation-guide -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/academic-translation-guide, .gemini/skills/academic-translation-guide, .github/skills/academic-translation-guide and .opencode/skills/academic-translation-guide in your project.

What does Academic Translation Guide need to run?

SKILL.md names no scripts, command-line tools or credentials: Academic Translation Guide is instructions for the agent only. Our summary lists: Python 3.

Does Academic Translation Guide 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 Academic Translation Guide 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 Academic Translation Guide use?

Academic Translation Guide 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 Academic Translation Guide use?

About 1.6k tokens (SKILL.md is roughly 6.4k 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 Academic Translation Guide?

Skills that share tags, products or a category with Academic Translation Guide: Humanities Writing Companion (tizzy916/humanities-writing-companion, 436 stars), Academic Prose De-AI Editor (heise3/academic-deai, 254 stars), Academic Humanizer (Yila-AI/awesome-research-skills, 133 stars) and Academic Paper Polish (HKUSTDial/Supervisor-Skills, 8.8k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Academic Translation Guide?

wentorai (a GitHub user) maintains it in wentorai/research-plugins, which has 298 GitHub stars. The repository holds 405 skills in this directory. The repository was last updated on June 19, 2026.

Source: wentorai/research-plugins on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.