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Academic Translation Guide

Table of contents


A guide to Chinese-English academic translation – from Chinese draft to English paper

Overview / Overview

This guide helps translate Chinese academic drafts into English papers that meet international journal/conference standards. Core Principles: Accuracy > Fluency > Simplicity


1. Translation Principles / Translation Principles

1.1 Core Principles / Core Principles

in principleillustrateExample
accuracyTechnical terms must be accurate and cannot be paraphrasedconvolution → convolution (not rolling)
consistencyThe same term is unified throughout the textDon't mix method/approach/technique
SimplicityAvoid redundant expressions❌ in order to → ✅ to
objectivityAvoid subjective evaluation words❌ very good → ✅ effective

1.2 Academic Tone / academic tone

❌ 避免:
- 口语化表达 (a lot of, kind of, stuff)
- 绝对化表述 (always, never, perfect)
- 情感化词汇 (amazing, terrible, exciting)

✅ 使用:
- 正式学术词汇 (significant, substantial, considerable)
- 谨慎限定词 (generally, typically, approximately)
- 客观描述 (effective, efficient, accurate)

2. Common Chinglish Corrections / Common Chinese English corrections

2.1 Redundant Expressions / redundant expressions

❌ Chinglish✅Academic Englishillustrate
in recent yearsrecentlysimplify
more and moreincreasinglysimplify
play an important role inis crucial for / contributes tosimplify
make a contribution tocontribute tosimplify
have a great influence onsignificantly affectsimplify
in order totosimplify
due to the fact thatbecause / sincesimplify
a large number ofmany / numeroussimplify
in the field ofinsimplify
it is worth noting thatnotablysimplify

2.2 Verb Improvements/verb improvements

❌Weak Verb✅ Strong VerbContext
useemploy, utilize, leverage, adoptMethod usage
getobtain, achieve, acquire, deriveGet results
makeconstruct, develop, generate, createbuild
doperform, conduct, execute, carry outimplement
showdemonstrate, illustrate, indicate, revealexhibit
giveprovide, offer, present, yieldsupply
havepossess, exhibit, containhave
put forwardpropose, present, introducepropose

2.3 Structure Improvements/structural improvements

❌ Chinese Structure✅ English Structure
This article proposes a...We propose... / This paper presents...
First...then...finally...First,... Subsequently,... Finally,...
Achieved by...... is achieved by/through...
is better thanCompared with..., ... outperforms...
Experimental results show...Experimental results demonstrate that...

3. Section-Specific Guidelines / Translation Guidelines for Each Chapter

3.1 Abstract / Abstract

结构: Background → Problem → Method → Results → Conclusion
时态: 
  - 背景/现状: 现在时
  - 本文工作: 现在时 (We propose...)
  - 实验结果: 过去时 (achieved, obtained)
长度: 150-250 words (根据会议/期刊要求)

模板:
[Background] ... remains a challenging problem.
[Problem] Existing methods suffer from...
[Method] In this paper, we propose...
[Results] Experimental results on ... demonstrate that...
[Conclusion] Our approach achieves state-of-the-art performance.

3.2 Introduction/Introduction

结构: Context → Problem → Limitations → Contribution → Organization
时态:
  - 领域背景: 现在时
  - 已有工作: 现在完成时 (have been proposed)
  - 本文贡献: 现在时

贡献陈述模板:
The main contributions of this paper are summarized as follows:
• We propose a novel ... for ...
• We design a ... mechanism to address ...
• Extensive experiments demonstrate that ...
时态: 现在完成时 + 过去时
  - 领域发展: 现在完成时 (have been widely studied)
  - 具体工作: 过去时 (proposed, introduced, developed)

过渡词:
- 同类工作: Similarly, Likewise, Along this line
- 对比: However, In contrast, Unlike
- 扩展: Furthermore, Moreover, Additionally
- 总结: Overall, In summary

3.4 Method / method

时态: 现在时 (描述方法本身)
语态: 被动语态为主,主动语态描述设计决策

结构词:
- 整体描述: consists of, comprises, is composed of
- 步骤: First, Then, Subsequently, Finally
- 公式引入: is defined as, is computed by, is formulated as

公式描述模板:
where $x$ denotes the input, $W$ represents the weight matrix,
and $b$ is the bias term.

3.5 Experiments / Experiments

时态:
  - 实验设置: 过去时 (was conducted, were used)
  - 结果描述: 现在时 (shows, demonstrates)
  - 结果分析: 现在时

比较表达:
- 优于: outperforms, surpasses, exceeds
- 相当: is comparable to, is on par with
- 显著: significantly, substantially, considerably
- 略微: slightly, marginally

数值描述:
- 提升: improves by X%, achieves X% improvement
- 降低: reduces by X%, decreases X%
- 最优: achieves the best/lowest/highest

3.6 Conclusion / conclusion

时态:
  - 总结工作: 过去时 (proposed, presented)
  - 结论陈述: 现在时
  - 未来工作: 将来时 (will, plan to)

模板:
In this paper, we proposed ... for ...
Experimental results demonstrated that ...
In future work, we plan to extend ...

4. Tense Usage Summary/Tense Usage Summary

SectionTenseExample
Abstract - BackgroundPresent... is an important task
Abstract-MethodPresentWe propose...
Abstract-ResultsPastachieved, obtained
Introduction-BackgroundPresent... has attracted attention
Introduction - ContributionPresentWe propose...
Related Work-GeneralPresent Perfecthave been proposed
Related Work-SpecificPastproposed, introduced
MethodPresentconsists of, computes
Experiments-SetupPastwas conducted
Experiments-ResultsPresentshows, demonstrates
Conclusion - SummaryPastproposed, presented
Conclusion - FutureFuturewill explore

5. Translation Workflow/Translation Workflow

Step 1: Terminology Extraction / terminology extraction

1. 识别中文稿中的专业术语
2. 查阅 TERMINOLOGY.md 确定标准译法
3. 建立本文术语表,确保一致性

Step 2: Structure Mapping / structure mapping

1. 分析中文段落结构
2. 调整为英文学术结构(主题句在前)
3. 确保逻辑连接词使用正确

Step 3: Sentence Translation / Sentence Translation

1. 识别主干(主谓宾)
2. 处理修饰成分
3. 检查时态和语态
4. 简化冗余表达

Step 4: Polish & Review / polish review

1. 检查术语一致性
2. 检查时态正确性
3. 检查 Chinglish
4. 检查学术语气

6. Quick Reference Patterns/Quick Reference Templates

6.1 Proposing Method/Proposing method

latex
// 中文: 本文提出了一种基于...的...方法
We propose a novel [METHOD] based on [TECHNIQUE] for [TASK].
This paper presents a [ADJ] approach to [PROBLEM] using [METHOD].
In this work, we introduce [METHOD] that [BENEFIT].

6.2 Describing Results/Describing results

latex
// 中文: 实验结果表明,我们的方法取得了最好的效果
Experimental results demonstrate that our method achieves 
state-of-the-art performance on [DATASET].

Our approach outperforms existing methods by [X]% in terms of [METRIC].

The proposed method achieves [VALUE] [METRIC], which is [X]% higher 
than the best baseline.

6.3 Comparing Methods/Comparison methods

latex
// 中文: 与传统方法相比,我们的方法具有以下优势
Compared with conventional methods, our approach offers 
the following advantages: ...

Unlike previous methods that [LIMITATION], our method [ADVANTAGE].

While existing approaches [LIMITATION], we address this by [SOLUTION].

6.4 Analyzing Results / Analysis results

latex
// 中文: 这是因为...
This improvement can be attributed to [REASON].
The performance gain is due to [REASON].
This is because [EXPLANATION].

// 中文: 值得注意的是...
It is worth noting that [OBSERVATION].
Notably, [FINDING].
An interesting observation is that [FINDING].

7. Domain-Specific Notes / Domain-specific notes

Deep Learning Papers

  • Model names remain original (BERT, GPT, ResNet)
  • Hyperparameters use standard notation ($alpha$, $beta$, $lambda$)
  • The loss function is represented by $mathcal{L}$

Time Series Papers

  • The time index is $t$, and the sequence length is $T$ or $L$.
  • Use horizon or forecasting horizon for forecast step size
  • Use lookback window or historical window for historical window

Industrial Control Papers

  • Control variables use standard notation ($u$ input, $y$ output, $x$ state)
  • Emphasis on practical application scenarios and industrial significance
  • Pay attention to statements related to safety and reliability

Checklist/Checklist

Once the translation is complete, please check:

  • [ ] Terminology consistent throughout the text
  • [ ] Use correct tenses
  • [ ] No Chinglish expression
  • [ ] No redundant vocabulary
  • [ ] Appropriate academic tone
  • [ ] Unification of formula symbols
  • [ ] Chart title specifications
  • [ ] Reference format is correct

Released under the MIT License.