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热点07 DeepSeek人工智能
（阅读理解+语法填空+应用文写作）
DeepSeek---深度求索：引领智能解决方案的未来
在这个科技飞速发展的时代，人工智能已成为改变世界的关键力量。近日有一款 AI 模型正以迅猛之势在全球掀起热潮，它就是 DeepSeek。它究竟有着怎样的独特魅力，能在 AI 领域崭露头角？今天，就让我们一同揭开 DeepSeek 的神秘面纱 ，探寻它如何引领智能解决方案的未来，又将给我们的生活带来哪些意想不到的变革。
（建议用时：40分钟）
【原创语法填空01】阅读下面短文，在空白处填入1个适当的单词或括号内单词的正确形式。
WHAT IS DEEPSEEK
Officially known as DeepSeek Artificial Intelligence Fundamental Technology Research Co, Ltd, the firm 1 (found) in July 2023. As an 2 (innovate) technology startup, DeepSeek is dedicated to developing cutting-edge large language models (LLMs) and related technologies.
Since its first model "DeepSeek LLM" released in January last year, the company 3 (undergo) multiple rounds of iteration. In December, the startup launched its open-source LLM "V3," 4 overtook all of Meta's open-source LLMs and rivaled OpenAI's closed-source GPT4-o, according to US media reports.
5 traditional approaches like Chain-of-Thought (CoT) and Supervised Fine-Tuning (SFT), DeepSeek has distinguished 6 (it) in the AI industry by adopting Reinforcement Learning (RL) as a core training method.
The adoption of RL has allowed DeepSeek to enhance its models' reasoning, adaptability and 7 (efficient), setting it apart as a frontrunner in the field.
When 8 (question) about the meaning of "DeepSeek," its latest R1 chatbot replied, "The name reflects the company's mission to deeply explore 9 advance the foundational technologies of AI, aiming 10 (push) the boundaries of AI innovation and application."
【参考答案】
1. was founded 2. innovative 3. has undergone 4. which 5. Unlike 6. itself 7. efficiency 8. questioned 9. and 10. to push
【全文翻译】
什么是深度求索（DeepSeek）？
深度求索人工智能基础技术研究有限公司，正式名称如此，成立于 2023 年 7 月。作为一家创新型科技初创企业，深度求索致力于开发前沿的大语言模型（LLMs）及相关技术。
自去年 1 月发布其首个模型 “深度求索大语言模型（DeepSeek LLM）” 以来，该公司已历经多轮迭代。据美国媒体报道，去年 12 月，这家初创公司推出了其开源大语言模型 “V3”，性能超越了 Meta 所有的开源大语言模型，可与 OpenAI 的闭源模型 GPT4-o 相媲美。
与思维链（CoT）和监督微调（SFT）等传统方法不同，深度求索在人工智能领域独树一帜，采用强化学习（RL）作为核心训练方法。
强化学习的采用使深度求索能够提升其模型的推理能力、适应性和效率，使其成为该领域的领跑者。
当被问及 “深度求索（DeepSeek）” 的含义时，其最新的 R1 聊天机器人回答道：“这个名字反映了公司深度探索和推进人工智能基础技术的使命，旨在突破人工智能创新与应用的边界。”
【原创语法填空02】阅读下面短文，在空白处填入1个适当的单词或括号内单词的正确形式。
OPEN-SOURCE MODEL
"To see the DeepSeek new model, it's super impressive in terms of both how they have really 1 (effective) done an open-source model and that it is super-compute efficient," said Microsoft CEO Satya Nadella.
Open source allows researchers, developers and users 2 (access) the model's underlying code and enable them to use, modify or enhance the model to suit their 3 (need). DeepSeek has greatly benefited from open-source principles and, 4 turn, demonstrates a strong commitment to sharing knowledge and contributing to the 5 (collect) advancement of technology.
Meta's chief AI scientist Yann LeCun said: "They came up with new ideas and 6 (built) them on top of other people's work. Because their work is published and open source, everyone can profit from it."
Echoing LeCun, Sachs, the US economist, said, "DeepSeek's business and development model is open source, 7 is a compelling and successful model for science, technology and business."
While OpenAI initially started as an open-source organization 8 later shifted to a closed-source model, DeepSeek has taken a different path. Highlighting the importance of 9 (develop) collaboration and innovation through open-source principles, Liang Wenfeng, the 10 (founder) of DeepSeek, said, "We won't choose closed-source."
【参考答案】
1. effectively 2. to access 3. needs 4. in 5. collective 6. built 7. which 8. but 9. developing 10. founder
【全文翻译】
开源模型
微软首席执行官萨蒂亚 纳德拉表示：“看看深度求索的新模型，无论是他们在打造开源模型方面所展现出的卓越成效，还是该模型超高的计算效率，都令人印象极为深刻。”开源使得研究人员、开发者和用户能够获取模型的底层代码，并根据自身需求对模型进行使用、修改或优化。深度求索从开源理念中受益匪浅，同时也坚定地致力于知识共享，为推动技术的共同进步贡献力量。
Meta 首席人工智能科学家杨立昆称：“他们在他人成果的基础上提出新想法并加以实践。由于他们的工作成果公开且开源，所有人都能从中获益。”
美国经济学家萨克斯对杨立昆的观点表示认同，他说：“深度求索的业务和发展模式是开源的，对于科学、技术和商业领域而言，这是一种极具吸引力且成功的模式。”
OpenAI 起初是一家开源机构，但后来转向了闭源模式，而深度求索则选择了不同的道路。深度求索创始人梁文峰强调通过开源理念促进合作与创新的重要性，他表示：“我们不会选择闭源。”
【原创语法填空03】阅读下面短文，在空白处填入1个适当的单词或括号内单词的正确形式。
Financial Times (UK)《英国金融时报》
On January 23rd, the newspaper pointed out that DeepSeek's 1._______(succeed) is a strong testament to the growing independent innovation capabilities of China's AI. 2.______(reduce) its reliance on overseas chips, Chinese AI companies have been vigorously innovating in key areas such as algorithms, significantly 3._______(reduce) inference costs. Instead, import restrictions have spurred 4._______(bound) creativity.
Business Insider (US)《美国商业内幕》
On January 22nd, the report stated that DeepSeek, 5._______Chinese AI start-up, has demonstrated the ability 6.______(catch) up with top AI labs in the US. The newly released model DeepSeek-R1 by DeepSeek is fully 7.________(compare) to OpenAI's o1 model. Its powerful reasoning ability has greatly astonished American 8._______( researcher), effectively proving that the US's technological is not superiority unassailable.
Forbes (US)《美国福布斯》
On January 22nd, the article said that the US's export controls 9.______advanced semiconductors, originally intended to suppress the development of China's AI, have 10._______(expected) inspired more innovation. DeepSeek's R1 model applies advanced reinforcement learning technology and ranks among the world's most powerful models, and it is completely open-sourced. This innovative approach makes DeepSeek's models not only powerful but also cost-effective, promising to promote the popularization of advanced AI.
1. success。这里需要一个名词作主语，“DeepSeek's”是所有格形式，后接名词，“succeed”的名词形式是“success”，意为“成功”。
2. To reduce。“To reduce its reliance on overseas chips”是动词不定式短语作目的状语，表示中国AI公司在关键领域大力创新的目的是减少对海外芯片的依赖。
3. reducing。“significantly reducing inference costs”是现在分词短语作伴随状语，与前面的句子“Chinese AI companies have been vigorously innovating...”同时发生，说明创新带来的伴随结果是显著降低推理成本。
4. boundless。这里需要一个形容词修饰“creativity”，“bound”的形容词形式“boundless”表示“无限的”，“boundless creativity”即“无限的创造力”。
5. a。“a Chinese AI start - up”表示“一家中国的AI初创企业”，“a”表示泛指“一个，一家”。
6. to catch。“the ability to do sth.”是固定搭配，意为“做某事的能力”，所以这里用“to catch”，表示DeepSeek展现出赶上美国顶尖AI实验室的能力。
7. comparable。“be comparable to...”是固定短语，意为“与……相当，可与……相比”，这里表示DeepSeek发布的DeepSeek - R1模型完全可与OpenAI的o1模型相媲美。
8. researchers。结合语境这里需要一个名词复数形式。
9. on。“export controls on...”表示“对……的出口管制”，是固定搭配，这里指对先进半导体的出口管制。
10. unexpectedly。这里需要一个副词修饰动词“inspired”，“expected”的反义词“unexpected”加上后缀 - ly变成副词“unexpectedly”，表示“出乎意料地”，说明美国对中国AI的出口管制意外地激发了更多创新。
【原创语法填空04】阅读下面短文，在空白处填入1个适当的单词或括号内单词的正确形式。
Nature 国际顶尖学术期刊《自然杂志》
Starting from January 29th, it consecutively published three articles 1._______(report) on the impact of DeepSeek on the global academic community, including "Scientists flock to DeepSeek: How they're using the AI model that's taking the world 2._____storm", "How China created AI model DeepSeek to shock the world", and "China's cheap, open AI model DeepSeek has scientists 3.______(excite)". These articles showed the extensive attention and heated discussions 4._______(trigger) by DeepSeek within the global academic community from different perspectives.
Reuters(UK)路透社
On January 31st, the report said that the Dutch Data Protection Authority, a privacy 5.______(regulate), stated that it will investigate DeepSeek's data collection practices 6._____ urged Dutch users to use the company's software 7.______ caution.
NHK Website日本广播协会网站
On February 1st, the report said that Japan's Digital Minister, Akira Taira, stated that 8._____ there are concerns regarding the handling of personal information, etc., he hopes that personnel from 9.______(variety) government departments use the AI model developed by DeepSeek 10._______(caution).
1. reporting。“published three articles reporting on...”是“publish sth. doing sth.”的结构，现在分词“reporting”作后置定语，修饰“articles”，表示“报道……的文章”。
2. by。“take the world by storm”是固定短语，意为“风靡全球，在世界上引起轰动”。
3. excited。“have sb. + adj.”表示“使某人处于某种状态”，“excited”表示“兴奋的”，用于修饰人，这里表示中国廉价、开放的AI模型DeepSeek让科学家们兴奋不已。
4. triggered。“the extensive attention and heated discussions triggered by DeepSeek...”是过去分词短语“triggered by DeepSeek”作后置定语，修饰“attention and heated discussions”，表示由DeepSeek引发的广泛关注和热烈讨论，“trigger”与“attention and heated discussions”之间是被动关系。
5. regulator。“a privacy regulator”表示“一个隐私监管机构”，“regulate”的名词形式“regulator”表示“监管机构，监管者”。
6. and。“stated that it will investigate...and urged...”这里“investigate”和“urged”是并列的动作，所以用“and”连接。
7. with。“with caution”是固定短语，意为“谨慎地”，修饰动词“use”，表示谨慎使用该公司的软件。
8. if：“if there are concerns...”引导条件状语从句，表示“如果存在担忧……”。
9. various。这里需要一个形容词修饰“government departments”，“variety”的形容词形式“various”表示“各种各样的”。
10. cautiously。这里需要一个副词修饰动词“use”，“caution”的副词形式“cautiously”表示“谨慎地”，表示谨慎使用DeepSeek开发的AI模型。
DeepSeek: Pioneering the Future of Intelligent Solutions
In the age of rapid technological development, DeepSeek has become a pioneer in artificial intelligence (AI) and data analytics. It was founded to help industries make intelligent decisions. DeepSeek focuses on creating advanced AI platforms to boost efficiency and productivity in fields like finance, healthcare, education, and logistics.
DeepSeek uses advanced technologies such as machine learning, natural language processing (NLP), and predictive analytics. Its main product, an AI data analysis platform, helps organizations handle large amounts of data in real - time. It can generate useful insights and automate decision - making. For example, in healthcare, DeepSeek's algorithms can diagnose diseases more accurately. In finance, its tools can predict market trends and reduce risks.
What makes DeepSeek special is its focus on adaptability and ethical AI. The company tries to create transparent AI models that users can trust. Its "Adaptive Learning Framework" allows systems to change according to new data, staying useful in changing situations.
Since its start, DeepSeek has received much praise. Industry leaders like its ability to turn AI theory into practical uses. A CFO from a big company said it cut their operational costs by 30% and improved forecasting. Healthcare workers also like how it reduces diagnostic errors. But DeepSeek's success has also started discussions about AI ethics and workforce changes.
In the future, DeepSeek plans to work with educational institutions to train AI talent and start community projects to solve problems like climate change. As its CEO said, they want AI to bring progress, not just profit. DeepSeek shows the bright future of AI, and it's ready to change the way industries work.
1. Why was DeepSeek founded
A. To develop new video - game technologies.
B. To help industries make intelligent decisions.
C. To create a social media platform.
D. To build self - driving cars.
2. How does DeepSeek help in the finance field
A. By providing free financial advice to all users.
B. By promoting high - risk investments.
C. By increasing the complexity of financial regulations.
D. By predicting market trends and reducing risks.
3. What makes DeepSeek special
A. Its high - cost products that only large companies can afford.
B. Its focus on adaptability and ethical AI.
C. Its lack of interest in new technological developments.
D. Its preference for working alone rather than collaborating.
4. What are DeepSeek's future plans
A. To close down its current business and start a new one.
B. To focus only on making more profit without any social contributions.
C. To work with educational firms to train AI talent and start community projects.
D. To stop using AI technologies and switch to traditional methods.
【导读】这是一篇说明文，介绍DeepSeek---深度求索这一人工智能工具旨在引领智能解决方案的未来。
【答案】1.B 2.D 3. B 4. C
1. 细节理解题。文中明确提到 “It was founded to help industries make intelligent decisions.”，即它成立是为了帮助各行业做出明智的决策。A 选项开发新的视频游戏技术、C 选项创建社交媒体平台、D 选项制造自动驾驶汽车在文中均未提及。所以选 B。
2. 推理判断题。文中提到 “In finance, its tools can predict market trends and reduce risks.”，表明在金融领域，DeepSeek 的工具可以预测市场趋势并降低风险。A 选项向所有用户提供免费财务建议、C 选项增加金融监管的复杂性、B 选项推广高风险投资在文中都没有依据。所以选 D。
3. 细节理解题。文中指出 “What makes DeepSeek special is its focus on adaptability and ethical AI.”，即 DeepSeek 的特别之处在于它对适应性和符合道德规范的人工智能的关注。A 选项其昂贵的产品只有大公司能负担得起、C 选项对新技术发展缺乏兴趣、D 选项偏好独自工作而非合作在文中均未提及。所以选 B。
4. 推理判断题。文中提到 “In the future, DeepSeek plans to work with educational institutions to train AI talent and start community projects to solve problems like climate change.”，说明 DeepSeek 未来计划与教育机构合作培养人工智能人才并启动社区项目。A 选项关闭当前业务开展新业务、B 选项只专注盈利不做社会贡献、D 选项停止使用人工智能技术转向传统方法在文中均未体现。所以选 C。
研究人工智能及机器学习如何助力识别乳腺癌
（24-25高二上·吉林长春·期末）Artificial intelligence (AI) technology may soon be a useful tool for doctors. It may help them better understand and treat diseases like breast cancer in ways that were never before possible.
Rishi Rawat teaches AI at the University of Southern California’s (USC) Clinical Science Center in Los Angeles. He is part of a team of scientists who are researching how AI and machine learning can more easily recognize cancerous growths in the breast.
Rawat provides information about cancer cells to a computer. He says, “This data helps the machine learn. You can put the data into machines and they will learn the patterns and the pattern recognition that is important to making decisions.”
David Agus is another USC researcher. He believes that machines are not going to take the place of doctors. He says, “Computers will not treat patients, but they will help make certain decisions and look for things that the human brain can’t recognize by itself.”
Once a confirmed cancerous growth is removed, doctors still have to treat the patient to reduce the risk of cancer returning. The form of treatment depends on the kind of cancer. Currently, researchers take a thin piece of tissue, put it on a small piece of glass and add color to better see the cells. That process could take days or even longer. Scientists say AI can do something better than just count cells. Through machine learning, it can recognize complex patterns, or structures, and learn how the cells are organized. The hope is that machines will soon be able to make a quick identification of cancer that is free of human mistakes.
Agus adds, “All of a sudden, we have the computing power to really do it in real time. We didn’t have the computing power to do this several years ago, but now it’s all changed.”
The USC’s researchers are now only studying breast cancer. But doctors predict AI will one day make a difference in all forms of cancer.
1．What is the key to the learning of AI according to the text
A．The input of data. B．The categories of machines.
C．Computers’ recognition ability. D．Scientists’ consistent research.
2．What is the main point of the fourth paragraph
A．Computers will replace doctors in the future.
B．Doctors don’t need any help from machines.
C．Machines can assist doctors in decision-making.
D．David Agus doesn’t believe in the role of machines in medicine.
3．What is the AI’s advantage over traditional methods in cancer identifying
A．It will cost less money. B．It will become more effective.
C．It will relieve patients’ suffering. D．It will correct personal mistakes.
4．Which word can best describe the technology
A．Promising. B．Integrated. C．User-friendly. D．Challenging.
【答案】1．A 2．C 3．B 4．A
【导语】本文是一篇说明文。文章介绍了南加州大学的科学家研究人工智能及机器学习如何助力识别乳腺癌，指出机器虽不会取代医生但可辅助决策，而且人工智能在癌症识别上有优势，医生预测其未来在癌症治疗方面前景广阔。
1．推理判断题。根据第三段中Rawat所说的话“This data helps the machine learn. You can put the data into machines and they will learn the patterns and the pattern recognition that is important to making decisions. (这些数据有助于机器学习。你可以把数据输入机器，它们会学习模式和模式识别，这对决策很重要)”可知，输入的数据帮助机器学习。因此，人工智能学习的关键是数据输入。故选A项。
2．主旨大意题。根据第四段中“He believes that machines are not going to take the place of doctors. He says, “Computers will not treat patients, but they will help make certain decisions and look for things that the human brain can’t recognize by itself.” (他认为机器不会取代医生。他说：“计算机不会治疗病人，但它们会帮助做出某些决定，并寻找人类大脑无法识别的东西。”)”可知，本段主要说明机器可以在决策方面协助医生。故选C项。
3．细节理解题。根据第五段中“Currently, researchers take a thin piece of tissue, put it on a small piece of glass and add color to better see the cells. That process could take days or even longer. Scientists say AI can do something better than just count cells. Through machine learning, it can recognize complex patterns, or structures, and learn how the cells are organized. (目前，研究人员将一块薄薄的组织放在一小块玻璃上，并添加颜色，以便更好地观察细胞。这个过程可能需要几天甚至更长时间。科学家表示，人工智能可以做得更好，而不仅仅是数细胞的数量。通过机器学习，它可以识别复杂的模式或结构，并了解细胞是如何组织的)”可知，在癌症识别方面，人工智能与传统方法相比的优势在于它将变得更加有效。故选B项。
4．推理判断题。根据第一段“Artificial intelligence (AI) technology may soon be a useful tool for doctors. It may help them better understand and treat diseases like breast cancer in ways that were never before possible. (人工智能(AI)技术可能很快就会成为医生的有用工具。这可能会帮助他们以前所未有的方式更好地了解和治疗乳腺癌等疾病)”和最后一段“The USC’s researchers are now only studying breast cancer. But doctors predict AI will one day make a difference in all forms of cancer. (南加州大学的研究人员现在只研究乳腺癌。但医生预测，人工智能总有一天会对所有类型的癌症产生影响)”可知，人工智能技术可能很快可以帮助医生治疗乳腺癌等疾病，且将来会在所有癌症治疗中发挥作用。因此，这项技术很有前景。故选A项。
介绍Catriona Campbell所著AI by Design: A Plan for Living with Artificial Intelligence
（2024·新课标Ⅱ卷）Given the astonishing potential of AI to transform our lives, we all need to take action to deal with our AI-powered future, and this is where AI by Design: A Plan for Living with Artificial Intelligence comes in. This absorbing new book by Catriona Campbell is a practical roadmap addressing the challenges posed by the forthcoming AI revolution (变革).
In the wrong hands, such a book could prove as complicated to process as the computer code (代码) that powers AI but, thankfully, Campbell has more than two decades’ professional experience translating the heady into the understandable. She writes from the practical angle of a business person rather than as an academic, making for a guide which is highly accessible and informative and which, by the close, will make you feel almost as smart as AI.
As we soon come to learn from AI by Design, AI is already super-smart and will become more capable, moving from the current generation of “narrow-AI” to Artificial General Intelligence. From there, Campbell says, will come Artificial Dominant Intelligence. This is why Campbell has set out to raise awareness of AI and its future now — several decades before these developments are expected to take place. She says it is essential that we keep control of artificial intelligence, or risk being sidelined and perhaps even worse.
Campbell’s point is to wake up those responsible for AI—the technology companies and world leaders—so they are on the same page as all the experts currently developing it. She explains we are at a “tipping point” in history and must act now to prevent an extinction-level event for humanity. We need to consider how we want our future with AI to pan out. Such structured thinking, followed by global regulation, will enable us to achieve greatness rather than our downfall.
AI will affect us all, and if you only read one book on the subject, this is it.
1．What does the phrase “In the wrong hands” in paragraph 2 probably mean
A．If read by someone poorly educated. B．If reviewed by someone ill-intentioned.
C．If written by someone less competent. D．If translated by someone unacademic.
2．What is a feature of AI by Design according to the text
A．It is packed with complex codes. B．It adopts a down-to-earth writing style.
C．It provides step-by-step instructions. D．It is intended for AI professionals.
3．What does Campbell urge people to do regarding AI development
A．Observe existing regulations on it.
B．Reconsider expert opinions about it.
C．Make joint efforts to keep it under control.
D．Learn from prior experience to slow it down.
4．What is the author’s purpose in writing the text
A．To recommend a book on AI. B．To give a brief account of AI history.
C．To clarify the definition of AI. D．To honor an outstanding AI expert.
【答案】1．C 2．B 3．C 4．A
【导语】本文是一篇说明文。文章主要介绍了Catriona Campbell所著AI by Design: A Plan for Living with Artificial Intelligence一书。该书作为应对AI革命挑战的实用指南，以商业视角阐述AI发展现状与前景，强调控制AI的重要性，呼吁各界协同确保人工智能安全发展，以防潜在危机。
1．词句猜测题。根据文章第二段“such a book could prove as complicated to process as the computer code (代码) that powers AI but, thankfully, Campbell has more than two decades' professional experience translating the heady into the understandable. She writes from the practical angle of a business person rather than as an academic, making for a guide which is highly accessible and informative and which, by the close, will make you feel almost as smart as AI. (这样一本书可能会像驱动人工智能的计算机代码一样复杂，但值得庆幸的是，坎贝尔有20多年的专业经验，可以将令人兴奋的内容转化为可理解的内容。她从商业人士的实际角度而不是学者的角度出发，撰写了一本非常通俗易懂、内容丰富的指南，读完后会让你觉得自己几乎和人工智能一样聪明)”可知，坎贝尔撰写的这本书是通俗易懂的，如果别人写这本书的话可能就不是这样了，推测划线短语表示 “如果是由能力较差的人写的”。故选C项。
2．推理判断题。根据文章第二段“thankfully, Campbell has more than two decades’ professional experience translating the heady into the understandable. She writes from the practical angle of a business person rather than as an academic, making for a guide which is highly accessible and informative and which, by the close, will make you feel almost as smart as AI.(值得庆幸的是，坎贝尔有20多年的专业经验，可以将令人兴奋的内容转化为可理解的内容。她从商业人士的实际角度而不是学者的角度出发，撰写了一本非常通俗易懂、内容丰富的指南，读完后会让你觉得自己几乎和人工智能一样聪明)”可知，坎贝尔在书中将令人兴奋的内容转化为可理解的内容，这本书的特点是通俗易懂，推测它采用了接地气的写作风格。故选B项。
3．细节理解题。根据文章倒数第三段“She says it is essential that we keep control of artificial intelligence, or risk being sidelined and perhaps even worse. (她说，我们必须保持对人工智能的控制，否则就有被边缘化甚至更糟的风险)”和文章倒数第二段“We need to consider how we want our future with AI to pan out. Such structured thinking, followed by global regulation, will enable us to achieve greatness rather than our downfall. (我们需要考虑我们希望人工智能的未来如何发展。这种结构化的思维，加上全球监管，将使我们走向伟大，而不是走向衰败)”可知，坎贝尔敦促人们保持对人工智能的控制，考虑人工智能的未来应如何发展，所以关于人工智能的发展，坎贝尔敦促人们共同努力将其控制住。故选C项。
4．推理判断题。根据文章第一段“Given the astonishing potential of AI to transform our lives, we all need to take action to deal with our AI-powered future, and this is where AI by Design: A Plan for Living with Artificial Intelligence comes in. This absorbing new book by Catriona Campbell is a practical roadmap addressing the challenges posed by the forthcoming AI revolution (变革). (考虑到人工智能改变我们生活的惊人潜力，我们都需要采取行动来应对人工智能驱动的未来，这正是AI by Design: A Plan for Living with Artificial Intelligence的用武之地。卡特里奥娜·坎贝尔撰写的这本引人入胜的新书是一本实用的路线图，旨在应对即将到来的人工智能革命带来的挑战)”和文章最后一段“AI will affect us all, and if you only read one book on the subject, this is it. (人工智能将影响我们所有人，如果你只读一本关于这个主题的书，那就是这本书)”可知，本文主要介绍了Catriona Campbell所著AI by Design: A Plan for Living with Artificial Intelligence一书，该书作为应对AI革命挑战的实用指南，以商业视角阐述AI发展现状与前景，强调控制AI的重要性，呼吁各界协同确保人工智能安全发展，以防潜在危机，所以作者写这篇文章的目的是推荐一本关于人工智能的书。故选A项。
人工智能对中国电影制作产生的影响
（24-25高二上·贵州毕节·期末）Artificial intelligence is changing the Chinese film industry a lot. It’s making big changes in how movies are made, from coming up with ideas to what happens after filming. A really good example of this change is a short movie by an experienced director named Yu Baimei. This movie shows the famous Chinese legend of Zhong Kui in a new, modern way. Zhong Kui is a heroic character from old Chinese stories. Usually, he’s shown as a strong warrior in red clothes, fighting against bad spirits.
Yu, who is 49 years old, said, “I’ve always liked Zhong Kui. He’ s funny, heroic, and we all know him well. But it seemed like he was never shown on TV or in movies in a way that was really good enough.” With the help of AI, Yu made a two-minute short film “No Disturbance from Ghosts”. This film connects the old story of Zhong Kui to our modern life.
This special experimental film and other short films made with AI by eight well-known directors were shown for the first time in December. They were part of the “Kling AI Director Co-Creation Project” at the China National Film Museum. And these works have now become part of the museum’s permanent (永久的) collection. This is a very important and new thing for Chinese movies.
Yu said, “Sooner or later, AI will be part of every part of our lives and will be like a friend to everyone. The nine directors in this project, no matter how good or bad their final works are, have started something very valuable. It doesn’t mean that only directors can make movies in the future, but that anyone can create.”
1．Who is Zhong Kui
A．A modern hero. B．A Chinese filmmaker.
C．A heroic figure in old stories. D．A character in Yu Baimei’s life.
2．Why does the author mention other well-known directors’ works
A．To promote the best short films ever made so far.
B．To stress AI’s significance in the Chinese cinema.
C．To prove the value of famous directors in AI creation.
D．To suggest the museum’s low standards for collections.
3．What can be inferred about AI in the future
A．It will replace all directors.
B．It will only be used in short films.
C．It will make film-making more accessible.
D．It will be too expensive for common people.
4．What is the main idea of the text
A．Heroic stories in the film industry. B．New projects of training directors.
C．Famous directors using AI in films. D．AI’s impact on Chinese film-making.
【答案】1．C 2．B 3．C 4．D
【导语】这是一篇说明文。文章主要讲述了人工智能对中国电影制作产生的影响。
1．细节理解题。根据第一段“Zhong Kui is a heroic character from old Chinese stories. Usually, he’s shown as a strong warrior in red clothes, fighting against bad spirits.(钟馗是中国古老故事中的英雄人物。通常，他被描绘成穿着红色衣服的强壮战士，与邪恶的灵魂作战。)”可知，钟馗是古老故事中的英雄人物。故选C。
2．推理判断题。根据第三段“This special experimental film and other short films made with AI by eight well-known directors were shown for the first time in December. They were part of the ‘Kling AI Director Co-Creation Project’ at the China National Film Museum. And these works have now become part of the museum’s permanent (永久的) collection. This is a very important and new thing for Chinese movies.(这部特殊的实验电影和其他由八位知名导演用人工智能制作的短片于12月首次上映。它们是中国国家电影博物馆‘克林人工智能导演共创项目’的一部分。这些作品现已成为博物馆永久收藏的一部分。这对中国电影来说是一件非常重要且新颖的事情。)”可知，作者提到其他知名导演的作品是为了强调人工智能在中国电影中的重要性。故选B。
3．推理判断题。根据最后一段“It doesn’t mean that only directors can make movies in the future, but that anyone can create.(这并不意味着未来只有导演才能拍电影，而是任何人都可以创作。)”可推知，未来人工智能将使电影制作更容易获得。故选C。
4．主旨大意题。通读全文可知，根据第一段“Artificial intelligence is changing the Chinese film industry a lot. It’s making big changes in how movies are made, from coming up with ideas to what happens after filming.(人工智能正在极大地改变中国电影行业。它正在改变电影的制作方式，从构思到拍摄后的处理。)”和下文又通过导演于白梅利用人工智能拍摄的电影以及她所说的话，进一步说明了人工智能对中国电影制作产生的影响，由此可知，文章的主旨大意是人工智能对中国电影制作的影响。故选D。
分析人工智能，尤其是ChatGPT的利弊
（24-25高三上·辽宁葫芦岛·期末）If you have gone to the cinema and watched the popular movie “The Wandering Earth II” recently, you might be impressed by the intelligent computer MOSS. It can make the reasonable decision in the shortest time based on the given conditions. In fact, such strong AI like MOSS does not exist in reality for the time being.
However, weaker AI, which replaces human processing in a specific field, has already influenced our daily life. For example, OpenAI, the San Francisco-based startup opened up the language model ChatGPT for public testing in November 2022. Compared with traditional search engines, which display simple results according to searching keywords, ChatGPT can interact with people just like dialoguing, answer professional questions, and also answer follow-up questions. Thanks to its revolutionary user experience, ChatGPT obtained more than one million users just five days after its release.
More than a Chatbot, ChatGPT can also realize article creation, code generating and other functions only by requesting. ChatGPT can even write code such as Python, debug (排错) code and generate comments for code just like a professional programmer. It also presented strong capacity in content continuation, literary creation, music creation, etc. It is so powerful that New York City public schools have banned it from their networks and school devices.
However, ChatGPT is still far from perfect. Even OpenAI’s CEO once said, “It’s a mistake to be relying on it for anything important right now. It’s a preview of progress. We have lots of work to do on robustness (稳健性) and truthfulness.”
Even though AI like ChatGPT still has a long way to go, predictions about how the technology will influence our society are already there. Among the industries that may be most affected by ChatGPT, experts say, are journalism, law and translation.
1．Why is the movie “The Wandering Earth II” mentioned in the first paragraph
A．To prove that the movie is a hit. B．To introduce the topic of the text.
C．To show how intelligent MOSS is. D．To advertise the movie.
2．Which statement about ChatGPT will the author probably agree with
A．It makes human-machine interaction more intelligent.
B．It can just display simple results content.
C．It should be banned from all school networks.
D．It’s well-received for its truthfulness.
3．What does the OpenAI’s CEO think of ChatGPT
A．Its stability needs improving. B．Its power is beyond control.
C．Its progress needs speeding up. D．Its truthfulness has received rocognition.
4．What is the best title for the text
A．Moss Beats ChatGPT B．ChatGPT Sells Well
C．AI Takes Over D．ChatGPT Works
【答案】1．B 2．A 3．A 4．D
【导语】本文是一篇说明文。文章主要通过分析人工智能，尤其是ChatGPT的利弊，表达了对其未来的期许。
1．推理判断题。根据文章第一段“If you have gone to the cinema and watched the popular movie “The Wandering Earth II” recently, you might be impressed by the intelligent computer MOSS. It can make the reasonable decision in the shortest time based on the given conditions. In fact, such strong AI like MOSS does not exist in reality for the time being. (如果你最近去电影院看了热门电影《流浪地球2》，你可能会对智能电脑MOSS印象深刻。它能在给定条件下，在最短的时间内做出合理的决策。事实上，像MOSS这样的强AI目前在现实中还不存在。)”以及第二段首句“However, weak AI, which replaces human processing in a specific field, has already influenced our daily life. (然而，在特定领域取代人类处理的弱人工智能已经影响了我们的日常生活。)”可知，作者提及电影《流浪地球》是为了引出文章的主题“人工智能”。故选B。
2．细节理解题。根据文章第二段“Compared with traditional search engines, which display simple results according to searching keywords, ChatGPT can interact with people just like dialoguing, answer professional questions, and also answer follow-up questions.(与传统搜索引擎根据搜索关键词显示简单的结果相比，ChatGPT可以像对话一样与人互动，回答专业问题，也可以回答后续问题。)”可知，ChatGPT可以使人机交互更智能。故选A。
3．推理判断题。根据文章第四段“Even OpenAI’s CEO once said, “It’s a mistake to be relying on it for anything important right now. It’s a preview of progress. We have lots of work to do on robustness (稳健性) and truthfulness.” (就连OpenAI的首席执行官也曾说过：“现在依赖它做任何重要的事情都是错误的。这是进度的预览。我们在稳健性和真实性方面还有很多工作要做。”)”可知，OpenAI的首席执行官认为ChatGPT还需要提升。故选A。
4．主旨大意题。根据文章第二段“Compared with traditional search engines, which display simple results according to searching keywords, ChatGPT can interact with people just like dialoguing, answer professional questions, and also answer follow-up questions.(与传统搜索引擎根据搜索关键词显示简单的结果相比，ChatGPT可以像对话一样与人互动，回答专业问题，也可以回答后续问题。)”、第三段“More than a Chatbot, ChatGPT can also realize article creation, code generating and other functions only by requesting.(ChatGPT不仅是一个聊天机器人，还可以通过请求实现文章创建、代码生成等功能)”以及全文内容可知，文章主要通过对比ChatGPT与其他智能、讲述尽管它还不完善，但是功能强大，起到很好的作用，肯定了其作用和影响。D项“ChatGPT Works”符合文章主题，故选D。
人工智能使就业和就业能力将面临严重风险
（24-25高一上·河南三门峡·期末）With basic developments in the field of technology, some experts foresee serious risks to jobs and employability in the coming years due to the rise of artificial intelligence (AI). About 27% of jobs are at high risk of automation (自动化) during the artificial intelligence era.
Low and middle-skilled jobs are most at risk, including construction, farming, fishing, forestry and, to a lesser extent, production and transportation. High-skilled jobs, despite being more exposed to recent progress in AI, face the least risk of automation.
While the adoption of AI is still relatively low, rapid progress, falling technology costs and the increasing availability of workers with AI skills suggest that the world may be on the edge of an AI revolution (革命). So far there is little evidence of a negative employment impact on companies that adopt AI. Workers and employers say that AI can reduce boring and dangerous tasks, leading to greater employee engagement and physical safety.
However, a recent survey showed that three in five workers are worried about losing their job to AI within the next decade. Additionally, a similar number of workers worry that wages would decrease due to AI. More than half of workers are concerned about privacy and three in four say that AI has increased work pace.
In my opinion, for the better protection of the labour market and workers in the coming years, governments should encourage employers to provide more training, integrate (融入) AI skills into education and support diversity in the AI workforce. Besides, longer-term policy frameworks for the use of AI in the workplace should be considered and closer international cooperation should be seen to maximize the benefits while properly managing the risks.
1．Who may be most affected by automation
A．A tour guide. B．A building worker.
C．A coffee producer. D．A university professor.
2．What is the workers and employer’s attitude towards the adoption of AI in the workplace according to para 3
A．Worried. B．Indifferent. C．Supportive. D．Doubtful.
3．What do the figures in paragraph 4 imply
A．Harmed personal privacy. B．Decreased job satisfaction.
C．AI-related positions’ popularity. D．Workers’ concerns over AI.
4．What is the author’s advice in the last paragraph
A．Adopting policies to control AI’s impact.
B．Limiting AI’s application in the workplace.
C．Promoting cooperation between AI companies.
D．Reducing AI education in colleges.
【答案】1．B 2．C 3．D 4．A
【导语】本文是一篇说明文。随着技术领域的基本发展，一些专家预计，由于人工智能（AI）的兴起，未来几年就业和就业能力将面临严重风险。文章对此进行了介绍。
1．细节理解题。根据第二段中“Low and middle-skilled jobs are most at risk, including construction, farming, fishing, forestry and, to a lesser extent, production and transportation.(中低技能工作面临的风险最大，包括建筑、农业、渔业、林业，以及较小程度的生产和运输。)”可知，建筑工人可能受自动化影响最大，故选B。
2．推理判断题。根据第三段中“Workers and employers say that AI can reduce boring and dangerous tasks, leading to greater employee engagement and physical safety.(工人和雇主表示，人工智能可以减少无聊和危险的任务，从而提高员工敬业度和人身安全。)”可推知，第三段中工人和雇主对在工作场所采用人工智能的态度是支持的，故选C。
3．推理判断题。根据第四段“However, a recent survey showed that three in five workers are worried about losing their job to AI within the next decade. Additionally, a similar number of workers worry that wages would decrease due to AI. More than half of workers are concerned about privacy and three in four say that AI has increased work pace.(然而，最近的一项调查显示，五分之三的工人担心在未来十年内因人工智能而失去工作。此外，类似数量的工人担心工资会因人工智能而下降。超过一半的员工担心隐私，四分之三的员工表示人工智能加快了工作节奏)”可推知，第 4 段中的数字表明了工人对人工智能的担忧。故选D。
4．推理判断题。根据最后一段中“In my opinion, for the better protection of the labour market and workers in the coming years, governments should encourage employers to provide more training, integrate (融入) AI skills into education and support diversity in the AI workforce. Besides, longer-term policy frameworks for the use of AI in the workplace should be considered and closer international cooperation should be seen to maximize the benefits while properly managing the risks.(我认为，为了在未来几年更好地保护劳动力市场和工人，政府应该鼓励雇主提供更多培训，将人工智能技能融入教育中，并支持人工智能劳动力的多样性。此外，应考虑在工作场所使用人工智能的长期政策框架，并应寻求更密切的国际合作，以在妥善管理风险的同时实现利益最大化。)”可推知，作者在最后一段中的建议是要采取政策控制人工智能的影响。故选A。
人工智能在医疗保健领域的应用以及面临的挑战
（24-25高三上·甘肃陇南·期末）In modern times, artificial intelligence (AI) has entered various industries, including healthcare. AI is revolutionizing healthcare, bringing both opportunities and challenges.
AI-powered diagnostic tools are becoming more common. Machine-learning algorithms can analyze medical images like X-rays, MRIs, and CT scans quickly and accurately. They can spot details doctors might miss. For example, an AI system once identified lung cancer in X-rays more successfully than some experienced radiologists. This early detection enables timely treatment and better patient outcomes.
AI is also used to create personalized treatment plans. By analyzing a patient’s genetic data, medical history, lifestyle, and symptoms, AI can suggest customized strategies. In cancer treatment, for instance, it can determine the best chemotherapy drugs or radiotherapy approach based on a patient’s genetic makeup.
Moreover, AI-driven chatbots offer basic medical advice and answer patients’ questions. They can triage patients, telling them if they need immediate medical attention or can wait. This eases the burden on healthcare providers and gives patients quick access to reliable information.
However, using AI in healthcare has challenges. Data privacy is a major concern as medical data is sensitive. There are also worries about the reliability of AI-based diagnoses, as incorrect results could be serious. Integrating AI into existing healthcare systems requires significant investment in technology and staff training.
Despite these challenges, the future of AI in healthcare is promising. With technological progress and research, AI will play an even bigger role in improving global healthcare.
1．What is the main purpose of the passage
A．To introduce the basic concepts of AI.
B．To discuss the application and challenges of AI in the medical field.
C．To compare AI with human doctors in medical diagnosis.
D．To emphasize the importance of data privacy in AI-based medicine.
2．How can AI - powered diagnostic tools benefit patients
A．They can completely replace human doctors in diagnosis.
B．They can provide free medical treatment.
C．They can detect diseases early and enable timely treatment.
D．They can reduce the cost of medical equipment.
3．What does the underlined word “triage” in paragraph 4 probably mean
A．To classify patients according to the urgency of their conditions.
B．To provide free medical check-ups for patients.
C．To persuade patients to see a doctor as soon as possible.
D．To provide detailed medical reports for patients.
4．What can be inferred from the passage
A．AI will soon replace human doctors in all aspects of healthcare.
B．The challenges of AI in the medical field are insurmountable.
C．The development of AI in the medical field will continue to progress.
D．Data privacy is not a big concern in the application of AI in medicine.
【答案】1．B 2．C 3．A 4．C
【导语】本文是一篇说明文。文章介绍的是人工智能在医疗保健领域的应用以及面临的挑战。
1．推理判断题。根据全文内容，特别是第一段的句子“AI is revolutionizing healthcare, bringing both opportunities and challenges.(人工智能正在彻底改变医疗保健，既带来机遇，也带来挑战)”可知，本文的目的是探讨人工智能在医疗领域的应用与挑战。故选B项。
2．细节理解题。根据第二段的句子“Machine-learning algorithms can analyze medical images like X-rays, MRIs, and CT scans quickly and accurately. They can spot details doctors might miss. For example, an AI system once identified lung cancer in X-rays more successfully than some experienced radiologists. This early detection enables timely treatment and better patient outcomes.(机器学习算法可以快速准确地分析医学图像，如X射线、核磁共振成像和CT扫描。他们可以发现医生可能遗漏的细节，例如，人工智能系统曾经比一些经验丰富的放射科医生更成功地在X射线中识别肺癌。这种早期发现有助于及时治疗和改善患者诊疗结果)”可知，人工智能驱动的诊断工具可以及早发现疾病并及时治疗。故选C项。
3．词句猜测题。根据划线单词后面的部分“telling them if they need immediate medical attention or can wait(告诉他们是否需要立即就医或可以等待)”可知，人工智能驱动的聊天机器人可以将立即需要就医的病人和可以等待的病人分开。所以，划线单词triage指的是根据病情的紧急程度对病人进行分类。故选A项。
4．推理判断题。根据最后一段“Despite these challenges, the future of AI in healthcare is promising. With technological progress and research, AI will play an even bigger role in improving global healthcare.(尽管存在这些挑战，但人工智能在医疗保健领域的未来是有希望的。随着技术的进步和研究，人工智能将在改善全球医疗保健方面发挥更大的作用)”可知，人工智能在医疗领域的发展将不断进步。故选C项。
AI技术来自动化诊断精神健康疾病的过程
（2025·辽宁沈阳·一模）Traditional methods employed for the diagnosis (诊断) of mental-health conditions require that patients engage in direct communication with a doctor. While these methods appears sensible in theory, such assessments can, in practical terms, extend over a period of several months, and furthermore, the diagnoses are ultimately subject to a degree of subjectivity.
It is precisely for this reason that scientists are actively involved in experimental efforts to automate this diagnostic process. For instance, large language models (LLMs) possess the capacity to analyze literally recorded interviews in search of speech patterns and contextual clues indicating psychological disorders. However, text-based AI has its limitations. Cultural distinction, language barriers, and varying levels of fluency in language can impact the results. It has also been demonstrated that LLMs have a tendency to mirror the linguistic discriminations in society. In one study, an LLM failed to diagnose depression in black patients compared with white patients.
Consequently, the novel methods currently under development do not focus on individual words but on the way those words are spoken. An AI model, for example, is intended to detect slight changes in a patient’s voice. The researchers assume that individuals with depression may possess distinctive ways of speaking that are not very noticeable for the human to detect.
The system uses “pre-training”, a technique by which the model is initially exposed to vast quantities of general speech, to help it recognize complex speech patterns. These patterns might include variations in rhythm, pitch (音高) variability and voice quality that human can rarely catch. This pre-trained acts as a linguistic tuning fork, enabling the system to pick out complex variations in speech that might potentially signal depression, without the necessity of comprehending the words themselves. Subsequently, the researchers adjusted, or “fine-tuned” this general-purpose system specifically for the detection of depression with the aid of recordings of patients with depression. This method was 95% accurate when tasked with categorizing its severity based on one clinical rating extent.
Diagnosis, though valuable, is only the first step. Different people with the same condition often require customized treatments for the symptoms (症状) they find most troubling. The next step for this promising technology seems self-evident—build AI models that can help doctors personalize the treatments they give to patients.
1．What’s the challenge text-based AI faces in Paragraph 2
A．It cannot deeply analyze speech patterns.
B．It cannot reflect linguistic discriminations.
C．It cannot correctly recognize contextual clues.
D．It cannot avoid influences from linguistic factors.
2．Why is there pre-training on vast quantities of general speech
A．To recognize complex word patterns. B．To pick out variations in symptoms.
C．To identify complicated voice patterns. D．To understand the words themselves.
3．How will the AI-based technology further develop
A．It will promote its accuracy. B．It will offer tailored treatments.
C．It will diversify its functions. D．It will provide personal diagnosis.
4．What can be the best title for the text
A．Promising AI Treatment B．Diagnosing Mental Disorders with AI
C．Language Models with AI D．Applying AI to Mental Health Treatment
【答案】1．D 2．C 3．B 4．B
【导语】本文是一篇说明文。文章主要讲述了科学家如何利用AI技术来自动化诊断精神健康疾病的过程。
1．细节理解题。根据第二段“However, text-based AI has its limitations. Cultural distinction, language barriers, and varying levels of fluency in language can impact the results.(然而，基于文本的AI也有其局限性。文化差异、语言障碍和语言流利程度的不同都会影响结果)”可知，基于文本的AI面临的挑战是它无法避免语言因素的影响。故选D。
2．推理判断题。根据第四段“The system uses “pre-training”, a technique by which the model is initially exposed to vast quantities of general speech, to help it recognize complex speech patterns.(该系统使用“预训练”技术，通过这种技术，该模型最初暴露于大量的一般语音中，以帮助它识别复杂的语音模式)”可推知，对大量的一般语言进行预训练是为了识别复杂的语音模式。故选C。
3．细节理解题。根据最后一段“Different people with the same condition often require customized treatments for the symptoms (症状) they find most troubling. The next step for this promising technology seems self-evident — build AI models that can help doctors personalize the treatments they give to patients.(患有相同疾病的不同患者往往需要对他们最困扰的症状进行个性化治疗。这项前景广阔的技术下一步似乎显而易见——构建AI模型，帮助医生为患者提供个性化的治疗方案)”可知，基于人工智能的技术将提供量身定制的治疗。故选B。
4．主旨大意题。通读全文，尤其是第一段“Traditional methods employed for the diagnosis (诊断) of mental-health conditions require that patients engage in direct communication with a doctor. While these methods appears sensible in theory, such assessments can, in practical terms, extend over a period of several months, and furthermore, the diagnoses are ultimately subject to a degree of subjectivity.(用于诊断精神健康状况的传统方法要求患者与医生进行直接沟通。虽然这些方法在理论上似乎是合理的，但实际上，这种评估可能会持续几个月，而且，诊断最终受到一定程度的主观性的影响)”和第二段“It is precisely for this reason that scientists are actively involved in experimental efforts to automate this diagnostic process.(正是由于这个原因，科学家们积极参与实验工作，使这一诊断过程自动化)”可知，本文主要讲述了科学家如何利用AI技术来自动化诊断精神健康疾病的过程。由此可知，B选项“Diagnosing Mental Disorders with AI(用人工智能诊断精神障碍)”适合作本文最佳标题。故选B。
人工智能（AI）训练所消耗的能源问题
（2025·湖南长沙·一模）Artificial intelligence — or AI — is the computer code (代码) that allows a machine to do something that normally requires a human brain. On TikTok, for instance, AI sorts the posts so that the first ones you see are likely to be those you’d prefer. But before an AI can do any of that, developers must train it. And the training consumes energy.
AI training is powered mostly by fossil (化石) fuels, according to one of the largest studies of its kind. Less than 25 percent of AIs use low-carbon energy sources such as hydroelectricity and nuclear power during training. In fact, researchers now worry that training’s appetite for energy could soon become a huge problem. The energy to develop AI comes out of the electrical net. And in most parts of the world, making electricity emits (排放) carbon dioxide and other greenhouse gases into the air.
Language-processing AI systems learn by devouring (吞食) texts in a particular language. This might include “reading” everything ever published online in some language, including libraries full of old books that have been digitized. Such data-intensive training uses a lot of energy. To translate between English and Chinese, for example, an AI model may deal with millions or even billions of translated books and articles. In this way, it learns which words and phrases match. Later, when given a new text, it recommends its own translation.
In 2019, researchers calculated the impact of developing AI model named Transformer. It released a massive 626, 000 pounds of carbon dioxide. That’s equal to the greenhouse gases that would be poured by five American cars from when they were made to when they were junked.
Today, most AI development happens at data centers. These computer-filled buildings account for some 2 percent US electricity use and 1 percent of global energy use. Some AI experts have sounded an alarm about the threat these energy giants pose.
1．What is AI training mainly energized by
A．Fossil fuels. B．Solar energy. C．Nuclear energy. D．Greenhouse gases.
2．What do we know about the language-processing AI systems
A．They process limited texts. B．They will replace translators.
C．They seldom read digital books. D．They are energy-consuming.
3．Why does the author mention Transformer in paragraph 4
A．To highlight its significance. B．To speak highly of AI’s power.
C．To demonstrate researchers’ creativity. D．To stress its effect on the environment.
4．What does the author imply in the last paragraph
A．AI’s development poses a threat to data centers.
B．The energy consumption of AI can’t be ignored.
C．AI is effectively transforming the way we learn.
D．People should take action to reduce gas emission.
【答案】1．A 2．D 3．D 4．B
【导语】这是一篇说明文。文章主要讲述了人工智能（AI）训练所消耗的能源问题。
1．细节理解题。根据第二段“AI training is powered mostly by fossil (化石) fuels, according to one of the largest studies of its kind.(根据同类研究中规模最大的一项，人工智能训练主要由化石燃料提供动力。)”可知，AI训练主要由化石燃料提供能量。故选A。
2．细节理解题。根据第三段“Language-processing AI systems learn by devouring (吞食) texts in a particular language. This might include “reading” everything ever published online in some language, including libraries full of old books that have been digitized. Such data-intensive training uses a lot of energy.(语言处理人工智能系统通过大量“吞食”（即阅读）特定语言的文本来进行学习。这可能包括“阅读”某种语言下所有曾在网上发布过的内容，以及已被数字化的满载古老书籍的图书馆。这种数据密集型的训练过程消耗了大量的能源。)”可知，语言处理AI系统需要“吞食”大量的文本，这种数据密集型的训练消耗了大量的能量。故选D。
3．推理判断题。根据第四段“In 2019, researchers calculated the impact of developing AI model named Transformer. It released a massive 626, 000 pounds of carbon dioxide. That’s equal to the greenhouse gases that would be poured by five American cars from when they were made to when they were junked.(2019年，研究人员计算了开发名为Transformer的人工智能模型的影响。它释放了62.6万磅的二氧化碳。这相当于五辆美国汽车从制造到报废所排放的温室气体总量。)”可知，作者提到Transformer是为了说明开发这个AI模型释放了大量的二氧化碳，即为了强调其对环境的影响。故选D。
4．推理判断题。根据最后一段“Today, most AI development happens at data centers. These computer-filled buildings account for some 2 percent US electricity use and 1 percent of global energy use. Some AI experts have sounded an alarm about the threat these energy giants pose.(如今，大多数人工智能的开发都发生在数据中心。这些布满计算机的建筑约占美国电力消耗的2%和全球能源消耗的1%。一些人工智能专家对这些能源巨头构成的威胁发出了警报。)”可知，作者在最后一段暗示AI的能源消耗不容忽视。故选B。
DeepSeek应用文写作
【01】告知信
假定你是李华，你的英国笔友 Tom 对人工智能很感兴趣，他在邮件中询问你关于最近在全球引发热议的 DeepSeek 相关情况。请你给他回一封邮件，内容包括：
1.DeepSeek 的基本信息（如它是什么，主要特点等）；
2.它在全球引发热议的原因；
3.你对 DeepSeek 未来发展的看法。
注意：
1. 词数 80 词左右；
2. 可以适当增加细节，以使行文连贯。
【满分范文】
Dear Tom,
I'm delighted to receive your email. Since you have a strong passion for AI, I'd like to introduce DeepSeek to you , which I hope can be of benefit.
DeepSeek is an AI model known for its powerful language - processing and reasoning abilities. It can generate high - quality texts and answer complex questions.It has caused a global stir because of its remarkable performance and wide applications in various fields like education and business. For instance, it can assist students in writing essays and help companies analyze data. I believe DeepSeek will have a promising future. It will keep evolving and bring more convenience to our lives.
Looking forward to your reply as soon as possible.
Yours truly,
Li Hua
【02】通知类
学校英语俱乐部计划举办一场关于人工智能发展的讲座，此次讲座将重点介绍在全球引发热议的 DeepSeek。请你以俱乐部的名义写一则通知，内容包括：
1.讲座的时间、地点；
2.讲座的主要内容（对 DeepSeek 的介绍，其影响等）；
3.欢迎大家参加并鼓励提问交流。
注意：1. 词数 80词左右；
2. 可以适当增加细节，以使行文连贯。
【满分范文】
Notice
Dear students,
Our English club isscheduled to hold a lecture on AI development at 3 p.m. this Friday in Room 302, Main Teaching Building.The lecture will focus on DeepSeek, a hot - topic AI model developed by a Chinese firm located in Hangzhou, Zhejiang Province. I am fully convinced that we'll gain a deep insight into its features and far-reaching impacts on our study and daily life.
Anyone who is interested is welcome to participate. Don't hesitate to raise your questions during the Q&A session.
The English Club
【03】演讲稿类
你校将举办一场英语演讲比赛，主题是 “人工智能对未来生活的影响”。请你以 DeepSeek 在全球引发热议为切入点，写一篇演讲稿，内容包括：
1.DeepSeek 在人工智能领域的地位和影响力；
2.它可能如何改变人们的生活（举例说明）；
3.呼吁大家积极关注人工智能的发展。
注意：1. 词数 80词左右；
2. 演讲稿开头和结尾已给出，不计入总词数。
【满分范文】
Dear fellow students,
Good morning! I am Li Hua. I’m highly honoured to stand here and deliver a speech.
As we all know, DeepSeek has become a global sensation in the AI field. It ranks among the leading AI models, significantly influencing research and development. In daily life, DeepSeek can change the way we work and study. For example, it can provide instant translation, making international communication smoother.
Let's pay close attention to the development of AI. It will open up new possibilities for our future.Thank you!热点07 DeepSeek人工智能
（阅读理解+语法填空+应用文写作）
DeepSeek---深度求索：引领智能解决方案的未来
在这个科技飞速发展的时代，人工智能已成为改变世界的关键力量。近日有一款 AI 模型正以迅猛之势在全球掀起热潮，它就是 DeepSeek。它究竟有着怎样的独特魅力，能在 AI 领域崭露头角？今天，就让我们一同揭开 DeepSeek 的神秘面纱 ，探寻它如何引领智能解决方案的未来，又将给我们的生活带来哪些意想不到的变革。
（建议用时：40分钟）
【原创语法填空01】阅读下面短文，在空白处填入1个适当的单词或括号内单词的正确形式。
WHAT IS DEEPSEEK
Officially known as DeepSeek Artificial Intelligence Fundamental Technology Research Co, Ltd, the firm 1 (found) in July 2023. As an 2 (innovate) technology startup, DeepSeek is dedicated to developing cutting-edge large language models (LLMs) and related technologies.
Since its first model "DeepSeek LLM" released in January last year, the company 3 (undergo) multiple rounds of iteration. In December, the startup launched its open-source LLM "V3," 4 overtook all of Meta's open-source LLMs and rivaled OpenAI's closed-source GPT4-o, according to US media reports.
5 traditional approaches like Chain-of-Thought (CoT) and Supervised Fine-Tuning (SFT), DeepSeek has distinguished 6 (it) in the AI industry by adopting Reinforcement Learning (RL) as a core training method.
The adoption of RL has allowed DeepSeek to enhance its models' reasoning, adaptability and 7 (efficient), setting it apart as a frontrunner in the field.
When 8 (question) about the meaning of "DeepSeek," its latest R1 chatbot replied, "The name reflects the company's mission to deeply explore 9 advance the foundational technologies of AI, aiming 10 (push) the boundaries of AI innovation and application."
【全文翻译】
什么是深度求索（DeepSeek）？
深度求索人工智能基础技术研究有限公司，正式名称如此，成立于 2023 年 7 月。作为一家创新型科技初创企业，深度求索致力于开发前沿的大语言模型（LLMs）及相关技术。
自去年 1 月发布其首个模型 “深度求索大语言模型（DeepSeek LLM）” 以来，该公司已历经多轮迭代。据美国媒体报道，去年 12 月，这家初创公司推出了其开源大语言模型 “V3”，性能超越了 Meta 所有的开源大语言模型，可与 OpenAI 的闭源模型 GPT4-o 相媲美。
与思维链（CoT）和监督微调（SFT）等传统方法不同，深度求索在人工智能领域独树一帜，采用强化学习（RL）作为核心训练方法。
强化学习的采用使深度求索能够提升其模型的推理能力、适应性和效率，使其成为该领域的领跑者。
当被问及 “深度求索（DeepSeek）” 的含义时，其最新的 R1 聊天机器人回答道：“这个名字反映了公司深度探索和推进人工智能基础技术的使命，旨在突破人工智能创新与应用的边界。”
【原创语法填空02】阅读下面短文，在空白处填入1个适当的单词或括号内单词的正确形式。
OPEN-SOURCE MODEL
"To see the DeepSeek new model, it's super impressive in terms of both how they have really 1 (effective) done an open-source model and that it is super-compute efficient," said Microsoft CEO Satya Nadella.
Open source allows researchers, developers and users 2 (access) the model's underlying code and enable them to use, modify or enhance the model to suit their 3 (need). DeepSeek has greatly benefited from open-source principles and, 4 turn, demonstrates a strong commitment to sharing knowledge and contributing to the 5 (collect) advancement of technology.
Meta's chief AI scientist Yann LeCun said: "They came up with new ideas and 6 (built) them on top of other people's work. Because their work is published and open source, everyone can profit from it."
Echoing LeCun, Sachs, the US economist, said, "DeepSeek's business and development model is open source, 7 is a compelling and successful model for science, technology and business."
While OpenAI initially started as an open-source organization 8 later shifted to a closed-source model, DeepSeek has taken a different path. Highlighting the importance of 9 (develop) collaboration and innovation through open-source principles, Liang Wenfeng, the 10 (founder) of DeepSeek, said, "We won't choose closed-source."
【全文翻译】
开源模型
微软首席执行官萨蒂亚 纳德拉表示：“看看深度求索的新模型，无论是他们在打造开源模型方面所展现出的卓越成效，还是该模型超高的计算效率，都令人印象极为深刻。”开源使得研究人员、开发者和用户能够获取模型的底层代码，并根据自身需求对模型进行使用、修改或优化。深度求索从开源理念中受益匪浅，同时也坚定地致力于知识共享，为推动技术的共同进步贡献力量。
Meta 首席人工智能科学家杨立昆称：“他们在他人成果的基础上提出新想法并加以实践。由于他们的工作成果公开且开源，所有人都能从中获益。”
美国经济学家萨克斯对杨立昆的观点表示认同，他说：“深度求索的业务和发展模式是开源的，对于科学、技术和商业领域而言，这是一种极具吸引力且成功的模式。”
OpenAI 起初是一家开源机构，但后来转向了闭源模式，而深度求索则选择了不同的道路。深度求索创始人梁文峰强调通过开源理念促进合作与创新的重要性，他表示：“我们不会选择闭源。”
【原创语法填空03】阅读下面短文，在空白处填入1个适当的单词或括号内单词的正确形式。
Financial Times (UK)《英国金融时报》
On January 23rd, the newspaper pointed out that DeepSeek's 1._______(succeed) is a strong testament to the growing independent innovation capabilities of China's AI. 2.______(reduce) its reliance on overseas chips, Chinese AI companies have been vigorously innovating in key areas such as algorithms, significantly 3._______(reduce) inference costs. Instead, import restrictions have spurred 4._______(bound) creativity.
Business Insider (US)《美国商业内幕》
On January 22nd, the report stated that DeepSeek, 5._______Chinese AI start-up, has demonstrated the ability 6.______(catch) up with top AI labs in the US. The newly released model DeepSeek-R1 by DeepSeek is fully 7.________(compare) to OpenAI's o1 model. Its powerful reasoning ability has greatly astonished American 8._______( researcher), effectively proving that the US's technological is not superiority unassailable.
Forbes (US)《美国福布斯》
On January 22nd, the article said that the US's export controls 9.______advanced semiconductors, originally intended to suppress the development of China's AI, have 10._______(expected) inspired more innovation. DeepSeek's R1 model applies advanced reinforcement learning technology and ranks among the world's most powerful models, and it is completely open-sourced. This innovative approach makes DeepSeek's models not only powerful but also cost-effective, promising to promote the popularization of advanced AI.
【原创语法填空04】阅读下面短文，在空白处填入1个适当的单词或括号内单词的正确形式。
Nature 国际顶尖学术期刊《自然杂志》
Starting from January 29th, it consecutively published three articles 11._______(report) on the impact of DeepSeek on the global academic community, including "Scientists flock to DeepSeek: How they're using the AI model that's taking the world 12._____storm", "How China created AI model DeepSeek to shock the world", and "China's cheap, open AI model DeepSeek has scientists 13.______(excite)". These articles showed the extensive attention and heated discussions 14._______(trigger) by DeepSeek within the global academic community from different perspectives.
Reuters(UK)路透社
On January 31st, the report said that the Dutch Data Protection Authority, a privacy 15.______(regulate), stated that it will investigate DeepSeek's data collection practices 16._____ urged Dutch users to use the company's software 17.______ caution.
NHK Website日本广播协会网站
On February 1st, the report said that Japan's Digital Minister, Akira Taira, stated that 18._____ there are concerns regarding the handling of personal information, etc., he hopes that personnel from 19.______(variety) government departments use the AI model developed by DeepSeek 20._______(caution).
DeepSeek: Pioneering the Future of Intelligent Solutions
In the age of rapid technological development, DeepSeek has become a pioneer in artificial intelligence (AI) and data analytics. It was founded to help industries make intelligent decisions. DeepSeek focuses on creating advanced AI platforms to boost efficiency and productivity in fields like finance, healthcare, education, and logistics.
DeepSeek uses advanced technologies such as machine learning, natural language processing (NLP), and predictive analytics. Its main product, an AI data analysis platform, helps organizations handle large amounts of data in real - time. It can generate useful insights and automate decision - making. For example, in healthcare, DeepSeek's algorithms can diagnose diseases more accurately. In finance, its tools can predict market trends and reduce risks.
What makes DeepSeek special is its focus on adaptability and ethical AI. The company tries to create transparent AI models that users can trust. Its "Adaptive Learning Framework" allows systems to change according to new data, staying useful in changing situations.
Since its start, DeepSeek has received much praise. Industry leaders like its ability to turn AI theory into practical uses. A CFO from a big company said it cut their operational costs by 30% and improved forecasting. Healthcare workers also like how it reduces diagnostic errors. But DeepSeek's success has also started discussions about AI ethics and workforce changes.
In the future, DeepSeek plans to work with educational institutions to train AI talent and start community projects to solve problems like climate change. As its CEO said, they want AI to bring progress, not just profit. DeepSeek shows the bright future of AI, and it's ready to change the way industries work.
1. Why was DeepSeek founded
A. To develop new video - game technologies.
B. To help industries make intelligent decisions.
C. To create a social media platform.
D. To build self - driving cars.
2. How does DeepSeek help in the finance field
A. By providing free financial advice to all users.
B. By promoting high - risk investments.
C. By increasing the complexity of financial regulations.
D. By predicting market trends and reducing risks.
3. What makes DeepSeek special
A. Its high - cost products that only large companies can afford.
B. Its focus on adaptability and ethical AI.
C. Its lack of interest in new technological developments.
D. Its preference for working alone rather than collaborating.
4. What are DeepSeek's future plans
A. To close down its current business and start a new one.
B. To focus only on making more profit without any social contributions.
C. To work with educational firms to train AI talent and start community projects.
D. To stop using AI technologies and switch to traditional methods.
研究人工智能及机器学习如何助力识别乳腺癌
（24-25高二上·吉林长春·期末）Artificial intelligence (AI) technology may soon be a useful tool for doctors. It may help them better understand and treat diseases like breast cancer in ways that were never before possible.
Rishi Rawat teaches AI at the University of Southern California’s (USC) Clinical Science Center in Los Angeles. He is part of a team of scientists who are researching how AI and machine learning can more easily recognize cancerous growths in the breast.
Rawat provides information about cancer cells to a computer. He says, “This data helps the machine learn. You can put the data into machines and they will learn the patterns and the pattern recognition that is important to making decisions.”
David Agus is another USC researcher. He believes that machines are not going to take the place of doctors. He says, “Computers will not treat patients, but they will help make certain decisions and look for things that the human brain can’t recognize by itself.”
Once a confirmed cancerous growth is removed, doctors still have to treat the patient to reduce the risk of cancer returning. The form of treatment depends on the kind of cancer. Currently, researchers take a thin piece of tissue, put it on a small piece of glass and add color to better see the cells. That process could take days or even longer. Scientists say AI can do something better than just count cells. Through machine learning, it can recognize complex patterns, or structures, and learn how the cells are organized. The hope is that machines will soon be able to make a quick identification of cancer that is free of human mistakes.
Agus adds, “All of a sudden, we have the computing power to really do it in real time. We didn’t have the computing power to do this several years ago, but now it’s all changed.”
The USC’s researchers are now only studying breast cancer. But doctors predict AI will one day make a difference in all forms of cancer.
1．What is the key to the learning of AI according to the text
A．The input of data. B．The categories of machines.
C．Computers’ recognition ability. D．Scientists’ consistent research.
2．What is the main point of the fourth paragraph
A．Computers will replace doctors in the future.
B．Doctors don’t need any help from machines.
C．Machines can assist doctors in decision-making.
D．David Agus doesn’t believe in the role of machines in medicine.
3．What is the AI’s advantage over traditional methods in cancer identifying
A．It will cost less money. B．It will become more effective.
C．It will relieve patients’ suffering. D．It will correct personal mistakes.
4．Which word can best describe the technology
A．Promising. B．Integrated. C．User-friendly. D．Challenging.
介绍Catriona Campbell所著AI by Design: A Plan for Living with Artificial Intelligence
（2024·新课标Ⅱ卷）Given the astonishing potential of AI to transform our lives, we all need to take action to deal with our AI-powered future, and this is where AI by Design: A Plan for Living with Artificial Intelligence comes in. This absorbing new book by Catriona Campbell is a practical roadmap addressing the challenges posed by the forthcoming AI revolution (变革).
In the wrong hands, such a book could prove as complicated to process as the computer code (代码) that powers AI but, thankfully, Campbell has more than two decades’ professional experience translating the heady into the understandable. She writes from the practical angle of a business person rather than as an academic, making for a guide which is highly accessible and informative and which, by the close, will make you feel almost as smart as AI.
As we soon come to learn from AI by Design, AI is already super-smart and will become more capable, moving from the current generation of “narrow-AI” to Artificial General Intelligence. From there, Campbell says, will come Artificial Dominant Intelligence. This is why Campbell has set out to raise awareness of AI and its future now — several decades before these developments are expected to take place. She says it is essential that we keep control of artificial intelligence, or risk being sidelined and perhaps even worse.
Campbell’s point is to wake up those responsible for AI—the technology companies and world leaders—so they are on the same page as all the experts currently developing it. She explains we are at a “tipping point” in history and must act now to prevent an extinction-level event for humanity. We need to consider how we want our future with AI to pan out. Such structured thinking, followed by global regulation, will enable us to achieve greatness rather than our downfall.
AI will affect us all, and if you only read one book on the subject, this is it.
1．What does the phrase “In the wrong hands” in paragraph 2 probably mean
A．If read by someone poorly educated. B．If reviewed by someone ill-intentioned.
C．If written by someone less competent. D．If translated by someone unacademic.
2．What is a feature of AI by Design according to the text
A．It is packed with complex codes. B．It adopts a down-to-earth writing style.
C．It provides step-by-step instructions. D．It is intended for AI professionals.
3．What does Campbell urge people to do regarding AI development
A．Observe existing regulations on it.
B．Reconsider expert opinions about it.
C．Make joint efforts to keep it under control.
D．Learn from prior experience to slow it down.
4．What is the author’s purpose in writing the text
A．To recommend a book on AI. B．To give a brief account of AI history.
C．To clarify the definition of AI. D．To honor an outstanding AI expert.
人工智能对中国电影制作产生的影响
（24-25高二上·贵州毕节·期末）Artificial intelligence is changing the Chinese film industry a lot. It’s making big changes in how movies are made, from coming up with ideas to what happens after filming. A really good example of this change is a short movie by an experienced director named Yu Baimei. This movie shows the famous Chinese legend of Zhong Kui in a new, modern way. Zhong Kui is a heroic character from old Chinese stories. Usually, he’s shown as a strong warrior in red clothes, fighting against bad spirits.
Yu, who is 49 years old, said, “I’ve always liked Zhong Kui. He’ s funny, heroic, and we all know him well. But it seemed like he was never shown on TV or in movies in a way that was really good enough.” With the help of AI, Yu made a two-minute short film “No Disturbance from Ghosts”. This film connects the old story of Zhong Kui to our modern life.
This special experimental film and other short films made with AI by eight well-known directors were shown for the first time in December. They were part of the “Kling AI Director Co-Creation Project” at the China National Film Museum. And these works have now become part of the museum’s permanent (永久的) collection. This is a very important and new thing for Chinese movies.
Yu said, “Sooner or later, AI will be part of every part of our lives and will be like a friend to everyone. The nine directors in this project, no matter how good or bad their final works are, have started something very valuable. It doesn’t mean that only directors can make movies in the future, but that anyone can create.”
1．Who is Zhong Kui
A．A modern hero. B．A Chinese filmmaker.
C．A heroic figure in old stories. D．A character in Yu Baimei’s life.
2．Why does the author mention other well-known directors’ works
A．To promote the best short films ever made so far.
B．To stress AI’s significance in the Chinese cinema.
C．To prove the value of famous directors in AI creation.
D．To suggest the museum’s low standards for collections.
3．What can be inferred about AI in the future
A．It will replace all directors.
B．It will only be used in short films.
C．It will make film-making more accessible.
D．It will be too expensive for common people.
4．What is the main idea of the text
A．Heroic stories in the film industry. B．New projects of training directors.
C．Famous directors using AI in films. D．AI’s impact on Chinese film-making.
分析人工智能，尤其是ChatGPT的利弊
（24-25高三上·辽宁葫芦岛·期末）If you have gone to the cinema and watched the popular movie “The Wandering Earth II” recently, you might be impressed by the intelligent computer MOSS. It can make the reasonable decision in the shortest time based on the given conditions. In fact, such strong AI like MOSS does not exist in reality for the time being.
However, weaker AI, which replaces human processing in a specific field, has already influenced our daily life. For example, OpenAI, the San Francisco-based startup opened up the language model ChatGPT for public testing in November 2022. Compared with traditional search engines, which display simple results according to searching keywords, ChatGPT can interact with people just like dialoguing, answer professional questions, and also answer follow-up questions. Thanks to its revolutionary user experience, ChatGPT obtained more than one million users just five days after its release.
More than a Chatbot, ChatGPT can also realize article creation, code generating and other functions only by requesting. ChatGPT can even write code such as Python, debug (排错) code and generate comments for code just like a professional programmer. It also presented strong capacity in content continuation, literary creation, music creation, etc. It is so powerful that New York City public schools have banned it from their networks and school devices.
However, ChatGPT is still far from perfect. Even OpenAI’s CEO once said, “It’s a mistake to be relying on it for anything important right now. It’s a preview of progress. We have lots of work to do on robustness (稳健性) and truthfulness.”
Even though AI like ChatGPT still has a long way to go, predictions about how the technology will influence our society are already there. Among the industries that may be most affected by ChatGPT, experts say, are journalism, law and translation.
1．Why is the movie “The Wandering Earth II” mentioned in the first paragraph
A．To prove that the movie is a hit. B．To introduce the topic of the text.
C．To show how intelligent MOSS is. D．To advertise the movie.
2．Which statement about ChatGPT will the author probably agree with
A．It makes human-machine interaction more intelligent.
B．It can just display simple results content.
C．It should be banned from all school networks.
D．It’s well-received for its truthfulness.
3．What does the OpenAI’s CEO think of ChatGPT
A．Its stability needs improving. B．Its power is beyond control.
C．Its progress needs speeding up. D．Its truthfulness has received rocognition.
4．What is the best title for the text
A．Moss Beats ChatGPT B．ChatGPT Sells Well
C．AI Takes Over D．ChatGPT Works
人工智能使就业和就业能力将面临严重风险
（24-25高一上·河南三门峡·期末）With basic developments in the field of technology, some experts foresee serious risks to jobs and employability in the coming years due to the rise of artificial intelligence (AI). About 27% of jobs are at high risk of automation (自动化) during the artificial intelligence era.
Low and middle-skilled jobs are most at risk, including construction, farming, fishing, forestry and, to a lesser extent, production and transportation. High-skilled jobs, despite being more exposed to recent progress in AI, face the least risk of automation.
While the adoption of AI is still relatively low, rapid progress, falling technology costs and the increasing availability of workers with AI skills suggest that the world may be on the edge of an AI revolution (革命). So far there is little evidence of a negative employment impact on companies that adopt AI. Workers and employers say that AI can reduce boring and dangerous tasks, leading to greater employee engagement and physical safety.
However, a recent survey showed that three in five workers are worried about losing their job to AI within the next decade. Additionally, a similar number of workers worry that wages would decrease due to AI. More than half of workers are concerned about privacy and three in four say that AI has increased work pace.
In my opinion, for the better protection of the labour market and workers in the coming years, governments should encourage employers to provide more training, integrate (融入) AI skills into education and support diversity in the AI workforce. Besides, longer-term policy frameworks for the use of AI in the workplace should be considered and closer international cooperation should be seen to maximize the benefits while properly managing the risks.
1．Who may be most affected by automation
A．A tour guide. B．A building worker.
C．A coffee producer. D．A university professor.
2．What is the workers and employer’s attitude towards the adoption of AI in the workplace according to para 3
A．Worried. B．Indifferent. C．Supportive. D．Doubtful.
3．What do the figures in paragraph 4 imply
A．Harmed personal privacy. B．Decreased job satisfaction.
C．AI-related positions’ popularity. D．Workers’ concerns over AI.
4．What is the author’s advice in the last paragraph
A．Adopting policies to control AI’s impact.
B．Limiting AI’s application in the workplace.
C．Promoting cooperation between AI companies.
D．Reducing AI education in colleges.
人工智能在医疗保健领域的应用以及面临的挑战
（24-25高三上·甘肃陇南·期末）In modern times, artificial intelligence (AI) has entered various industries, including healthcare. AI is revolutionizing healthcare, bringing both opportunities and challenges.
AI-powered diagnostic tools are becoming more common. Machine-learning algorithms can analyze medical images like X-rays, MRIs, and CT scans quickly and accurately. They can spot details doctors might miss. For example, an AI system once identified lung cancer in X-rays more successfully than some experienced radiologists. This early detection enables timely treatment and better patient outcomes.
AI is also used to create personalized treatment plans. By analyzing a patient’s genetic data, medical history, lifestyle, and symptoms, AI can suggest customized strategies. In cancer treatment, for instance, it can determine the best chemotherapy drugs or radiotherapy approach based on a patient’s genetic makeup.
Moreover, AI-driven chatbots offer basic medical advice and answer patients’ questions. They can triage patients, telling them if they need immediate medical attention or can wait. This eases the burden on healthcare providers and gives patients quick access to reliable information.
However, using AI in healthcare has challenges. Data privacy is a major concern as medical data is sensitive. There are also worries about the reliability of AI-based diagnoses, as incorrect results could be serious. Integrating AI into existing healthcare systems requires significant investment in technology and staff training.
Despite these challenges, the future of AI in healthcare is promising. With technological progress and research, AI will play an even bigger role in improving global healthcare.
1．What is the main purpose of the passage
A．To introduce the basic concepts of AI.
B．To discuss the application and challenges of AI in the medical field.
C．To compare AI with human doctors in medical diagnosis.
D．To emphasize the importance of data privacy in AI-based medicine.
2．How can AI - powered diagnostic tools benefit patients
A．They can completely replace human doctors in diagnosis.
B．They can provide free medical treatment.
C．They can detect diseases early and enable timely treatment.
D．They can reduce the cost of medical equipment.
3．What does the underlined word “triage” in paragraph 4 probably mean
A．To classify patients according to the urgency of their conditions.
B．To provide free medical check-ups for patients.
C．To persuade patients to see a doctor as soon as possible.
D．To provide detailed medical reports for patients.
4．What can be inferred from the passage
A．AI will soon replace human doctors in all aspects of healthcare.
B．The challenges of AI in the medical field are insurmountable.
C．The development of AI in the medical field will continue to progress.
D．Data privacy is not a big concern in the application of AI in medicine.
AI技术来自动化诊断精神健康疾病的过程
（2025·辽宁沈阳·一模）Traditional methods employed for the diagnosis (诊断) of mental-health conditions require that patients engage in direct communication with a doctor. While these methods appears sensible in theory, such assessments can, in practical terms, extend over a period of several months, and furthermore, the diagnoses are ultimately subject to a degree of subjectivity.
It is precisely for this reason that scientists are actively involved in experimental efforts to automate this diagnostic process. For instance, large language models (LLMs) possess the capacity to analyze literally recorded interviews in search of speech patterns and contextual clues indicating psychological disorders. However, text-based AI has its limitations. Cultural distinction, language barriers, and varying levels of fluency in language can impact the results. It has also been demonstrated that LLMs have a tendency to mirror the linguistic discriminations in society. In one study, an LLM failed to diagnose depression in black patients compared with white patients.
Consequently, the novel methods currently under development do not focus on individual words but on the way those words are spoken. An AI model, for example, is intended to detect slight changes in a patient’s voice. The researchers assume that individuals with depression may possess distinctive ways of speaking that are not very noticeable for the human to detect.
The system uses “pre-training”, a technique by which the model is initially exposed to vast quantities of general speech, to help it recognize complex speech patterns. These patterns might include variations in rhythm, pitch (音高) variability and voice quality that human can rarely catch. This pre-trained acts as a linguistic tuning fork, enabling the system to pick out complex variations in speech that might potentially signal depression, without the necessity of comprehending the words themselves. Subsequently, the researchers adjusted, or “fine-tuned” this general-purpose system specifically for the detection of depression with the aid of recordings of patients with depression. This method was 95% accurate when tasked with categorizing its severity based on one clinical rating extent.
Diagnosis, though valuable, is only the first step. Different people with the same condition often require customized treatments for the symptoms (症状) they find most troubling. The next step for this promising technology seems self-evident—build AI models that can help doctors personalize the treatments they give to patients.
1．What’s the challenge text-based AI faces in Paragraph 2
A．It cannot deeply analyze speech patterns.
B．It cannot reflect linguistic discriminations.
C．It cannot correctly recognize contextual clues.
D．It cannot avoid influences from linguistic factors.
2．Why is there pre-training on vast quantities of general speech
A．To recognize complex word patterns. B．To pick out variations in symptoms.
C．To identify complicated voice patterns. D．To understand the words themselves.
3．How will the AI-based technology further develop
A．It will promote its accuracy. B．It will offer tailored treatments.
C．It will diversify its functions. D．It will provide personal diagnosis.
4．What can be the best title for the text
A．Promising AI Treatment B．Diagnosing Mental Disorders with AI
C．Language Models with AI D．Applying AI to Mental Health Treatment
人工智能（AI）训练所消耗的能源问题
（2025·湖南长沙·一模）Artificial intelligence — or AI — is the computer code (代码) that allows a machine to do something that normally requires a human brain. On TikTok, for instance, AI sorts the posts so that the first ones you see are likely to be those you’d prefer. But before an AI can do any of that, developers must train it. And the training consumes energy.
AI training is powered mostly by fossil (化石) fuels, according to one of the largest studies of its kind. Less than 25 percent of AIs use low-carbon energy sources such as hydroelectricity and nuclear power during training. In fact, researchers now worry that training’s appetite for energy could soon become a huge problem. The energy to develop AI comes out of the electrical net. And in most parts of the world, making electricity emits (排放) carbon dioxide and other greenhouse gases into the air.
Language-processing AI systems learn by devouring (吞食) texts in a particular language. This might include “reading” everything ever published online in some language, including libraries full of old books that have been digitized. Such data-intensive training uses a lot of energy. To translate between English and Chinese, for example, an AI model may deal with millions or even billions of translated books and articles. In this way, it learns which words and phrases match. Later, when given a new text, it recommends its own translation.
In 2019, researchers calculated the impact of developing AI model named Transformer. It released a massive 626, 000 pounds of carbon dioxide. That’s equal to the greenhouse gases that would be poured by five American cars from when they were made to when they were junked.
Today, most AI development happens at data centers. These computer-filled buildings account for some 2 percent US electricity use and 1 percent of global energy use. Some AI experts have sounded an alarm about the threat these energy giants pose.
1．What is AI training mainly energized by
A．Fossil fuels. B．Solar energy. C．Nuclear energy. D．Greenhouse gases.
2．What do we know about the language-processing AI systems
A．They process limited texts. B．They will replace translators.
C．They seldom read digital books. D．They are energy-consuming.
3．Why does the author mention Transformer in paragraph 4
A．To highlight its significance. B．To speak highly of AI’s power.
C．To demonstrate researchers’ creativity. D．To stress its effect on the environment.
4．What does the author imply in the last paragraph
A．AI’s development poses a threat to data centers.
B．The energy consumption of AI can’t be ignored.
C．AI is effectively transforming the way we learn.
D．People should take action to reduce gas emission.
DeepSeek应用文写作
【01】告知信
假定你是李华，你的英国笔友 Tom 对人工智能很感兴趣，他在邮件中询问你关于最近在全球引发热议的 DeepSeek 相关情况。请你给他回一封邮件，内容包括：
1.DeepSeek 的基本信息（如它是什么，主要特点等）；
2.它在全球引发热议的原因；
3.你对 DeepSeek 未来发展的看法。
注意：
1. 词数 80 词左右；
2. 可以适当增加细节，以使行文连贯。
【02】通知类
学校英语俱乐部计划举办一场关于人工智能发展的讲座，此次讲座将重点介绍在全球引发热议的 DeepSeek。请你以俱乐部的名义写一则通知，内容包括：
1.讲座的时间、地点；
2.讲座的主要内容（对 DeepSeek 的介绍，其影响等）；
3.欢迎大家参加并鼓励提问交流。
注意：1. 词数 80词左右；
2. 可以适当增加细节，以使行文连贯。
【03】演讲稿类
你校将举办一场英语演讲比赛，主题是 “人工智能对未来生活的影响”。请你以 DeepSeek 在全球引发热议为切入点，写一篇演讲稿，内容包括：
1.DeepSeek 在人工智能领域的地位和影响力；
2.它可能如何改变人们的生活（举例说明）；
3.呼吁大家积极关注人工智能的发展。
注意：1. 词数 80词左右；
2. 演讲稿开头和结尾已给出，不计入总词数。

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