英文：Thanks to A.I., Student Cheating With A.I. Is Harder to Detect
中文：拜AI所赐，用AI作弊反而更难被抓
📰 来源：The New York Times 📅 日期:2026-6-21
📝 词数：约 310 words ⭐ 难度：★★★★☆
第一段：无处不在的诱惑—社交媒体上的AI作弊"秘籍"
英文原文 The videos are all over social media, making students an irresistible offer: Go ahead and let A.I. do your homework — with the latest technology, you won't get caught. If you hate writing, you can avoid it. Even established ed-tech companies are marketing with a wink and a nod.
中文翻译 这类视频在社交媒体上铺天盖地，向学生们抛出一个令人难以抗拒的诱惑：放心大胆地让AI帮你做作业吧—有了最新技术，你不会被抓到的。如果你讨厌写作，可以完全绕过它。甚至连一些成熟的教育科技公司，也在心照不宣地为这条路推波助澜。
第二段：作弊工具大曝光—"人性化器"与"自动打字器"
英文原文 These kinds of tutorials are now pervasive on TikTok and YouTube. They show students how to use tools known as humanizers and autotypers, which make it easier than ever to cheat. The videos — sometimes labeled ads, sometimes not — target college and high school students. Humanizers rewrite A.I.-produced text to make it sound less robotic, formulaic and trite.
中文翻译 这类教程如今在TikTok和YouTube上随处可见，向学生展示如何使用"人性化器"和"自动打字器"—这两类工具让作弊比以往任何时候都更加轻而易举。这些视频有时会被标注为广告，有时则不会，专门针对大学生和高中生群体。"人性化器"的功能是对AI生成的文本进行再加工，使其听起来不那么机械、公式化和了无新意。
第三段：深度造假—精心模拟人类写作的蛛丝马迹
英文原文 Autotypers slowly drip words and sentences into documents, making it appear as if papers were typed at a human pace when in fact, they were produced by A.I. They even fabricate typos, deletions and revisions. Both can help students evade software designed to detect A.I.
中文翻译 "自动打字器"则会将文字和句子缓慢地逐字输入文档，营造出论文系由人工按照正常节奏打出的假象—而事实上，内容完全出自AI之手。这类工具甚至会刻意伪造错别字、删改和修订痕迹。两种工具都能帮助学生规避专门用于检测AI内容的软件。
第四段：学校疲于应对—一场永无止境的"检测军备竞赛"
英文原文 Colleges and K-12 schools are trying to keep up, with A.I. detection becoming a significant expense. But educators attempting to restrict the technology, worried about students failing to develop basic skills, are often lagging in what tech-industry leaders are calling a detection arms race.
中文翻译 各大高校和K-12学校正竭力追赶，AI检测已成为一笔不容小觑的开支。然而，那些忧虑学生基础能力退化、试图限制相关技术的教育工作者，却往往在科技行业领军人物所说的"检测军备竞赛"中落于下风。
第五段：自相矛盾—卖盾的人也在卖矛
英文原文 In some cases, the same companies selling detection tools are also making apps that allow students to cheat, including by writing papers for them or rephrasing text written by others. The apps promise to help them avoid accusations of misconduct by scanning…
中文翻译 更为荒诞的是，某些情况下，销售AI检测工具的公司，同时也在开发辅助学生作弊的应用程序—包括代为撰写论文或改写他人文字。这些应用承诺通过扫描……帮助学生规避学术不端的指控。（原文续见第16版）
📚 词汇词组
1. pervasive
音标：/pərˈveɪsɪv/ 词性：adj. 释义： ① 无处不在的；普遍蔓延的 ② 渗透性强的；弥漫于各处的 例句：The pervasive influence of social media has fundamentally changed how young people consume news.
2. humanizer
音标：/ˈhjuːmənaɪzər/ 词性：n. 释义： ① （AI内容）人性化处理工具（对AI生成的文本进行改写，使其更接近人类写作风格） ② 泛指使事物更具人情味的工具或手段 例句：The rise of humanizers has made it nearly impossible for plagiarism detectors to flag AI-generated essays.
3. formulaic
音标：/ˌfɔːrmjʊˈleɪɪk/ 词性：adj. 释义： ① 公式化的；千篇一律的；缺乏原创性的 ② 套路化的（尤指语言或写作风格） 例句：Critics dismissed the report as formulaic and lacking genuine analytical depth.
4. trite
音标：/traɪt/ 词性：adj. 释义： ① 陈腐的；老套的；过于平庸的 ② 因过度使用而失去新鲜感的（表达或观点） 例句：The graduation speech was full of trite phrases that offered students no real inspiration.
5. fabricate
音标：/ˈfæbrɪkeɪt/ 词性：v. 释义： ① 伪造；捏造（证据、记录等） ② 制造；建造（工业/物理义） 例句：The student was expelled for fabricating research data in their final thesis.
6. evade
音标：/ɪˈveɪd/ 词性：v. 释义： ① 规避；逃避（责任、检测、惩罚等） ② 闪避；巧妙躲开 例句：New deepfake techniques are specifically designed to evade facial recognition systems.
7. arms race
音标：/ˈɑːrmz reɪs/ 词性：phr. n. 释义： ① 军备竞赛（原义） ② 相互升级的技术或能力对抗（引申义，如"AI检测军备竞赛"） 例句：The cybersecurity industry has entered a full-blown arms race with hackers over AI-powered attack tools.
8. misconduct
音标：/ˌmɪsˈkɒndʌkt/ 词性：n. 释义： ① 不当行为；违规行为 ② 学术不端；职业失范（academic misconduct 为常用搭配） 例句：The university's academic misconduct policy was updated to explicitly address the use of AI in coursework.
✍️ 写作句总结
原句： But educators attempting to restrict the technology, worried about students failing to develop basic skills, are often lagging in what tech-industry leaders are calling a detection arms race.
结构抽象： But [subject] attempting to [action A], worried about [negative consequence], are often lagging in what [authority] are calling [coined term].
造句示范： But regulators attempting to govern algorithmic bias, worried about companies automating discriminatory decisions, are often lagging in what legal scholars are calling an accountability arms race.
📝 阅读理解
题目： According to the article, what is the central irony in the AI cheating landscape?
A. Students who rely on AI for homework tend to score lower on standardized tests B. TikTok and YouTube are secretly cooperating with schools to flag AI-assisted assignments C. The same companies that sell AI detection tools are also developing apps that help students cheat D. Humanizers make AI-generated text sound more robotic than students' own writing
答案解析：
- 选项A：错误。文章完全未讨论AI作弊对学生成绩的影响，此选项属于无中生有。
- 选项B：错误。文章提到TikTok和YouTube是教程传播的平台，并无与学校合作监管的内容。
- 选项C：正确。文章明确指出"the same companies selling detection tools are also making apps that allow students to cheat"—这是文章揭示的核心悖论，充分体现了商业利益与道德责任之间的内在矛盾。
- 选项D：错误。恰恰相反，"人性化器"的作用是让AI文字听起来更像人类写的，而非更机械。
📖 全文概括
中文段落大意
- 第一段：社交媒体上充斥着鼓励学生使用AI做作业且不会被抓的视频，连教育科技公司也在暗中迎合。
- 第二段：TikTok和YouTube上的教程介绍了两种主要作弊工具："人性化器"负责改写AI内容，"自动打字器"模拟人工输入节奏。
- 第三段：自动打字器能伪造打字错误和修改痕迹，两种工具均可帮助学生规避AI检测软件。
- 第四段：高校和中小学在AI检测上投入大量资金，但在这场"检测军备竞赛"中仍处于落后态势。
- 第五段：更具讽刺意味的是，部分公司同时销售检测工具和作弊工具，形成商业上的自我矛盾。
英文全文总结
This article by Dana Goldstein exposes the growing ecosystem of AI cheating tools that are making academic dishonesty increasingly difficult to detect. Videos on TikTok and YouTube openly advertise "humanizers," which rewrite AI text to sound more natural, and "autotypers," which mimic human typing pace and even fabricate editing traces. These tools are specifically designed to bypass AI detection software, which schools are spending heavily to deploy. Yet educators are losing the battle in what the tech industry calls a "detection arms race." Most strikingly, some companies are playing both sides—selling detection software to schools while simultaneously offering apps that help students cheat, raising urgent questions about the ethics of the ed-tech industry.
🎯 打卡作业
请翻译以下划线句：
"But educators attempting to restrict the technology, worried about students failing to develop basic skills, are often lagging in what tech-industry leaders are calling a detection arms race."
💬 在评论区留下你的翻译，下期公布参考答案！
📌 上期回顾
上期划线句答案
"Fearing (incorrectly, it would turn out) that the consequences of Brexit could mean losing their pension and NHS access, they sold their Spanish home and moved back to the UK shortly before the transition period ended in December 2020."
参考翻译
由于担心（事后证明，这种担心实属多余）脱欧的后果可能导致他们失去养老金领取资格和NHS医疗服务，他们在2020年12月过渡期结束前不久卖掉了在西班牙的房子，仓皇返回英国。
10个月宝宝每天需要喝多少奶粉？
