On the morning of January 29th, local time, a serious accident happened on Temploux E42 highway in Belgium, involving two heavy trucks and three cars. Five people were injured and one died in the accident. After the pileup, one of the trucks rolled over and caught fire. Another car was stuck under the truck and the driver was killed. Firefighters have rushed to the scene. (CCTV News)
Source: CCTV news client
Yesterday, the Ministry of Culture and Tourism held a regular press conference for the third quarter. A number of catalogues such as "Orange, Red, Orange and Green Rural Scenery", "China Road" Top Ten go on road trip Boutique Routes and Sports Tourism Boutique Routes will be released one after another.
A number of characteristic tourist routes will be released.
This year coincides with the overlapping of the Mid-Autumn Festival and the National Day. The eight-day holiday is an important holiday for people to visit relatives and friends and go out for a trip. The autumn scenery is beautiful and it is also a season of strong tourism demand.
The Ministry of Culture and Tourism will launch 149 "orange-orange-green rural scenic spots" national rural tourism boutique routes, highlighting the content of "celebrating and harvesting villages", and attracting tourists to enter beautiful countryside to enjoy autumn scenery, taste autumn charm and enjoy autumn fruits. Enjoy the rich and gorgeous rural autumn scenery, taste the scenery and delicacies in the north and south of the Yangtze River, experience the diversified and integrated rural tourism format, and feel the material abundance and full spirit of the new era and the beautiful countryside in creative fairs, harvest festivals and art exhibitions.
Jointly with the General Administration of Sports, we will release 12 excellent sports tourism routes during the National Day holiday, including "Zhangjiakou Chongli Outdoor Sports Tourism Route", "Village BA" and "Village Super" sports tourism routes and other special sports tourism routes.
In addition, there are ten go on road trip boutique routes, including "Lin Hai Mi Jing Da Hinggan Mountains Forest Crossing Road" and "Deep Grassland Horqin-Wulagai Grassland Galloping Road", which have relatively perfect transportation infrastructure and rich cultural tourism resources and are suitable for go on road trip. There are 20 non-legacy tourist routes, including the colorful non-legacy tour in Hexiang, Longjiang Wetland, and the non-legacy of "Water Rhyme, Suzhou and Suzhou".
This year’s Mid-Autumn National Day holiday cultural tourism activities are brilliant.
During the Mid-Autumn National Day holiday this year, the Ministry of Culture and Tourism made great efforts to improve the supply quality of cultural and tourism products during the holiday period, promote the accelerated recovery of the cultural and tourism industries, and better meet the people’s yearning for a better life.
In order to improve the quality of supply during the holiday season, the Ministry of Culture and Tourism will publish a national list of fine tourism performing arts, and launch a number of fine tourism performing arts projects with rich cultural connotations and superb artistic level. Guide the healthy and orderly development of music festivals and concerts to meet the new demand of "traveling with performances". Around the theme of "Celebrating Reunion and Enjoying the Festival", more special tourism products suitable for family trips will be launched.
Continue to promote all localities to work together with cultural tourism enterprises, platform enterprises and financial institutions to launch a series of measures to benefit the people, such as consumption subsidies, full consumption reduction and fare concessions. Hold "Colorful China Festival Good Things" cultural and tourism trade promotion activities, and focus on displaying and promoting high-quality products and services in the fields of fine performing arts, musical instruments and porcelain. From September 26th to October 1st, the National Performing Arts Expo was held in Yibin City, Sichuan Province, and the national key performances during the Mid-Autumn National Day were released.
Huang Quanyu: Education should not only train "candidates", but also train "students".
Education Thought Network was published in Beijing at 12: 03 on November 30, 2023.
The following article comes from Guangming Society educator and author Li Xiangyu.
Guangming society educator.
Educator is an education weekly headed by Guangming Daily. Spread powerful ideas and influence aspiring teachers.
Why did the children who started first fall behind? Why did my son and other Asian children abandon American children for seventy or eighty blocks, but they were caught up in high school? Why do most of the top 100 universities in the world "sit in rows and eat fruit" in the United States? Why did the United States win 333 Nobel Prizes in Science by 2021? Why is it that in the United States, where basic mathematics education has been suspended all the way, by 2021, only "Harvard people" (including alumni, on-the-job workers, part-time workers, etc.) have won 18 Fields Prizes, the highest international prize in mathematics … In the new book "Fundamentals of Education", the author Huang Quanyu has stripped the cocoon of silk, focused on the educational stories, educational phenomena and educational concepts observed in China and the United States for more than 30 years, and analyzed the complexity behind it.
Education should not only train "candidates", but also train "students"
Educator: There is a core point in your new book Fundamentals of Education: Education should not only train "candidates" to learn the knowledge of the known world, but also train "students" to explore the unknown world. What do you think is the key breakthrough to change the "test-based" learning style and thinking mode?
Huang QuanyuThere are two breakthroughs in "exam-oriented": one is mechanism, and the other is concept. The mechanism can be changed when the time comes, such as "double reduction" But people’s ideas, without a trace, follow like a shadow … The mechanism has changed, and ideas often lag behind.
Many Chinese (including me, a "quality education expert") have come to the United States, and the concept of "exam-oriented education" has also swept over Haiti. When I first arrived in the United States, I thought American primary education was too trifling, so I bought different versions of math textbooks and asked my son to teach himself four pages a day. In the second grade of primary school, he taught himself mathematics in the eighth grade (equivalent to the second grade). We ask the school to let our son skip to the third grade to listen to a math class every week. There are three unforgettable sentences in the teacher’s letter: children are good at "arithmetic" skills; What the school teaches is "mathematics"; We should "cherish mathematics". At that time, I was extremely unconvinced.
My son finished college calculus in high school, and got almost full marks in mathematics in SAT-II, the national college entrance examination in the United States, but after going to college, he talked about the color change of "number". Recalling the teacher’s letter that year, the teacher seems to have expected more than ten years ago that this kind of "volume" would keep children away from mathematics that had brought him countless glory.
In the eyes of many people, "taking an examination" means "recording", and there is no distinction between "taking an examination" and "recording". If you pass the exam, you will be admitted; The test score is the admission standard.
Marlin McGrath, director of the Admissions Committee of Harvard University, said: "Harvard receives about 500 applications from SAT perfect scores every year. For example, in 2015, the admission rate of Harvard was only 5%, which means that only 20 of these perfect applicants can get what they want. This shows that grades are not the most important part, it just reflects a student’s performance from an academic perspective. " It is reported that at present, 70%~80% of American universities no longer require applicants to submit SAT or ACT scores (equivalent to applying for universities without the "college entrance examination").
Education should not only train "candidates" to learn the knowledge of the known world, but also train "students" to explore the unknown world. We should start from the end, change the "exam-oriented" learning mode and thinking mode, and implement the separation of "recognizing both points and people".
Educator: "Quality education" was first put forward in China in the mid-1980s. Nearly 40 years have passed, and now many parents still question, "Why is it that the more quality education is advocated, the greater the pressure on children to study, the more anxious parents are, and the more time, energy and money families spend?" What do you think of this?
Huang QuanyuActually, "exam-oriented" and "exam-oriented education" are two different concepts. As the name implies, "taking the exam" means "coping with the exam". Examination is the helplessness of education. As a means, it has to be used, but it cannot be overused. Therefore, even quality education needs to "cope with exams". But exam-oriented education is an educational mechanism, and examination is only one of the means to test teaching. When this means has become the only purpose of the whole education, the essence of education has been subverted-it has become "what to teach and learn".
The fundamental difference between exam-oriented education and quality-oriented education is that "test" students VS "study" students. The former repeats the knowledge of the known world, while the latter explores the unknown world. The core of quality education includes stimulating innovation, emancipating personality, respecting human nature, encouraging independence, being brave in questioning, daring to seek differences, being good at discovering, promoting scientific research, applying what they have learned, rooting in society, nurturing leaders and strengthening their physique … The exam-oriented education around exams is essentially different from the quality education that develops children’s potential.
We need to be alert to two anxiety misunderstandings. One is to "climb vines" as the goal of life, which is a kind of exam-oriented education in disguise (just like I asked my son to teach himself four pages of mathematics every day, and he learned the content of the second grade in the second grade of primary school), so he was anxious. Second, I mistakenly think that climbing vines is not bitter, and quality education is not bitter. Many foreign students from famous universities in China find that the United States is miserable with a quiz every three days and a big exam every five days.
But the exam has a thought-provoking trend: one day, I was shocked by a string of data! In Ohio, the passing rate of students in all subjects from grade 4 in elementary school to grade 12 in high school is: the lower the grade, the lower the passing rate; The higher the grade, the higher the passing rate. Once again, it was a national phenomenon. For example, the score of the "Iowa Basic Skills Examination" in the United States is "the higher the grade, the better the score", except for the score of "Mathematical Calculation" in the eighth grade, which is lower than the score of 72 in the seventh grade. This trend goes against our common sense: the lower the grade, the lower the study intensity and the better the grades; On the contrary, the higher the grade, the higher the study intensity and the lower the grades.
One goes up, the other goes down … After the two directions meet, the reverse gap will get bigger and bigger. "Double reduction" corrected the phenomenon of violating the law of educational development. We should take advantage of the "double reduction" to reflect on the "leaders" at the starting line. Only if we are not afraid of "double reduction" and "slow down first" can we "fast after" in the future.
Don’t be involved in the "in-house" volume, but realize it outside the "in-house"
Educator: Many students studying in the United States or their parents said that education in the United States is also very "rolled up", and "climbing vines" is not necessarily more stressful than "college entrance examination". Please combine your observation and research on American education to talk about your views on this.
Huang QuanyuIn fact, Chinese, students studying in the United States and their parents are a bit confusing. The New York Times once launched a long commentary, pointing out that my book TheHybridTiger has answered the question that puzzled Americans for many years: Why do Asians only account for 4.43% of the American population, and prestigious schools such as Harvard set an invisible admission ceiling for Asians, but the top 20 universities in the United States still admit about 20% of Asian students; Asians are the ethnic group with the most master’s and doctoral degrees per capita, and the average annual family income is the highest in the United States. I use the "dual-core theory" to refute the "tiger mother": only by absorbing the essence of Chinese and American education can a "hybrid tiger" emerge.
At the same time, I put forward a heart-wrenching question: although Asian students account for about 20% of the top 20 universities in the United States, why are the Asian students in the top 20% (Nobel Prize winners, great scientists, professors, barristers, big entrepreneurs, etc.) far from 20%?
When my son was 5 years old, the first English sentence he learned was "Where is the bath? (where is the toilet) ". He is now the youngest trial lawyer and holding partner of a world-renowned law firm, and was awarded the honor of "Star of Tomorrow" trial lawyer in 2021 by Law360. In 2022, Business Insider listed him and 15 other trial lawyers as the "stars of tomorrow" of the year. But he always wins in the bureau and "plays" under the legal provisions designed by others. He never thought of being the top 20% outside the bureau-to design and formulate legal provisions and let others "play".
We like to play games and win games in the office. Exam-oriented education is also about seeing who has soaked in the sea of questions-fighting for the win or loss of the known world in the "bureau", rather than jumping to the "outside" to realize their own things. Many children aim to go to a prestigious school or above. Since they have achieved their goals, who has the motivation and courage to "break the game"?
Is there a question mark (question) or a full stop (conclusion) in the question of education? In my opinion, it is illogical and contrary to common sense to think that "solving problems" is more important than "asking questions". From a psychological point of view, it is depressing human nature not to cultivate children’s ability to find problems, but to emphasize the ability to solve problems. I teach American students and always leave time for questions. If the teacher asks "Any more questions" and the students say "No problem", it means that the teacher has a problem. Guided by "questioning", the more problems arise, the more students’ curiosity, exploration spirit and subjective initiative to solve problems can be stimulated.
Educator: You think it is flawed to regard education as a "trinity" (the "trinity" refers to family education, school education and social education), because this conclusion excludes people’s self-education. Suhomlinski said: "Only education that can inspire children to educate themselves is the real education." And our education has shortcomings in this respect. In your opinion, what levels and subjects should be exerted to stimulate children’s awareness of self-education?
Huang Quanyu"Question mark first" or "period first" convey different educational views. Self-education can also give feedback to different educational views: either stimulate the awakening of self-education consciousness or delay the development of self-awakening.
The "class-taking system" is the most perplexing, tormenting, struggling and uncomfortable part for China students in American universities, so here I try to analyze the relationship between the class-taking system and self-education.
On the one hand, individuality and creativity are inseparable.. Therefore, the premise of cultivating creativity is to protect and liberate children’s personality. The theory of multiple intelligences tells us that children have different personality characteristics. Therefore, the system of taking classes should emancipate the personality and give full play to the talents. Emancipating personality is a process of children’s self-knowledge.
On the other hand, independence can also awaken the self.. How to "take classes"? What "class" Why do you "walk" these "classes" like this? Children must complete this thinking and choice independently. When my son was 15 years old, he wrote about the confusion, pain and struggle in class. Taking classes is not a simple course selection process, but a difficult mental process of self-discovery, self-understanding, self-liberation, self-selection and independence, and starting to find an independent life plan for yourself.
Therefore, I suggest that places where conditions permit in China try to take classes from junior high school.
Educator: Education should lead the future and be forward-looking; The baton of education should not be the college entrance examination, but the demand for talents in the future society. Why do most people understand this view, but still fall into the vortex of "involution"? How do educators find a balance between "basing on the present" and "focusing on the long term"?
Huang QuanyuYou can’t live today without grades, but you can’t live tomorrow with grades. To achieve "balance", we need to think about the following three issues-
First, what is the basis of education? ChatGPT was born, only rote memorization and brushing questions, but today it can’t do AI! It is the foundation of education that robots are "helpless" such as criticism, independence, creativity, spiritual nourishment, personality cultivation, moral cultivation and socialization.
Second, what is the standard of talents? If schools, families and society all think that they are experts in brushing questions, the so-called "foresight" needs "general education" to balance. Drawing lessons from the practice of European and American universities, general education is given before sophomore year, and then majors are divided, giving "self-education" a buffering and self-adjusting judgment opportunity.
Third, publicize the pluralistic concept of "360 lines, each line is the best". No matter whether you go to college or vocational high school, you should seriously think about the two difficult problems of "what you want to do" and "what you can do" when you leave class.
In order to avoid falling into the vortex of "involution", you can refer to the following practices-
First, one day of the year is designated as "Take Children to Work Day". Let children know their parents’ ways of living and their joys and sorrows.
Secondly, one day every year or every semester is designated as "career shadow day". Children can go to the institutions they are interested in, such as police stations, hospitals, barbershops, etc., and follow their "ideal professional models" to observe and experience life.
Third, classify all walks of life through "career interest analysis" to help children plan their lives.. Teenagers often don’t know the relationship between "what they want to do" and "what they can do". What they want to do may not be capable, and what they can do may not be. For example, my son wanted to be a doctor, and later he became interested in lawyers. His final career order was law, medical care, science and art. Ten years later, he went to Columbia University Law School and became a lawyer after graduation. Many of his colleagues are inherited from their fathers. But our family has nothing to do with the law, which also reflects the potential significance of "career interest analysis"
Even if the problems of "what you want to do" and "what you can do" are solved, you will often go through four stages of "social and cultural shock" after entering the society (honeymoon stage, depression stage, recovery and adjustment stage and adaptation stage). This kind of forward-looking homework can shorten this stage for children and find a "balance point" as soon as possible.
Giants are not necessarily strong teams, and superstars together may not be able to make a strong team. Greater Paris once again pays for its own giants lineup.
Striker Trident’s strength makes the lineup top-heavy, extremely unbalanced, old and weak. Once Meme’s connection is cut off, the lifeblood of the big Paris attack will be cut off. If you really want to win the Champions League by building a giant, you must be world-class in every position like Real Madrid, and the lineup is balanced. The coach can completely control the locker room, and everyone has defensive responsibility and offensive desire.
After the exit from the Champions League, Obape may be determined to leave the team, because he knows that he may never win the Champions League in Paris, and it is difficult to win the Golden Globe Award. Neymar is a lesson from the past. He was called Messi’s successor when he left Barcelona, but he never entered the top three of the Golden Globe Award after leaving Barcelona, and now he has become mediocre. Mbappé doesn’t have much youth to waste, and the next world may reach its peak, but there is no future in Bali, and Real Madrid doesn’t know whether to take him or not.
Messi may win a Golden Globe with last year’s World Cup champion, but he is embarrassed about where to go. He definitely wants to stay in Europe and play for a strong team, but which club is willing to offer such a high salary and risk destroying the salary structure of the dressing room, Manchester City? Barcelona? Or anything else, it may not be possible.
After the Grand Paris Consortium took office, it spent a total of 1.484 billion euros on the transfer every season, but it didn’t bring a Champions League, which was a failure. Although the Qatar Consortium was not short of money, it couldn’t stand such a toss-up, and the reconstruction of Grand Paris seemed inevitable.
Author: Liu Xinyu
The combination of artificial intelligence technology and unmanned aerial vehicle will greatly change the existing theory and mode of military operations. The power of artificial intelligence plays a role at all levels of the national defense industry, and the rapid development of artificial intelligence will define the next generation of war. Recently, ChatGPT, a generative artificial intelligence technology developed by OpenAI, has been paid attention to and used all over the world. ChatGPT is a large-scale generative pre-training language model based on transformer. It can train in existing data sets and generate texts similar to human language. This unique ability makes it an ideal tool for military applications. The underlying natural language model and technology that provides power for ChatGPT may completely change the artificial intelligence on the battlefield and have a great impact on the situation awareness and independent decision-making methods in future wars.
Intelligent situational awareness in the whole information domain
In the future military field, there will be a battlefield environment with complex information, high confrontation and changeable tasks. The highly uncertain combat environment puts forward extremely high requirements for the independent perception and cognitive ability of combat equipment. Military equipment needs to have the ability of automatic target detection and identification and multi-sensor data fusion. It can detect and fuse enemy target information and its own support information through autonomous and receiving information acquisition methods, and perceive the battlefield situation and extract important information for subsequent decision-making on the basis of obtaining full information domain.
Based on the demand for intelligent situational awareness, the generative artificial intelligence technology ChatGPT can be integrated into military vehicles, aircraft and other combat systems. With the application of artificial intelligence language robots trained by a large number of models, the required real-time information can be effectively coordinated in a multi-domain environment, and the input data from various sensors can be analyzed to generate a complete, comprehensive and real-time updated operational environment map.
Intelligent technology can play a key role in future military operations. Generative artificial intelligence technology can rely on its strong creativity, understanding and response speed to obtain cross-domain intelligence and battlefield situation data, improve the ability of insight into intelligence, form a highly simulated situation scene, realize dialogue between people and battlefield environment, provide real-time information and situation prediction, enhance the real-time and decision-making of battlefield situation perception, and better support real-time decision-making in military operations.
Real-time and efficient intelligent independent decision-making ability
At present, the autonomous decision-making ability of aircraft has been initially characterized by intelligence and independence. The US Air Force uses artificial intelligence "decision-making assistant tools" in distributed common ground system (DCGS) to help sort out and integrate a large amount of data. This artificial intelligence system connects most airborne intelligence and monitoring and reconnaissance platforms of the US Air Force, and integrates artificial intelligence technology into training to expand into other fields.
If the generative artificial intelligence technology ChatGPT is introduced into the decision-making method of aircraft, it can provide real-time information about enemy positions, movements and capabilities, as well as the advantages and disadvantages of friendly forces in tactical situations based on the prior information database and real-time signal, data and image databases, and at the same time based on the real-time interaction between aircraft and environment, so as to analyze, reason and make decisions, and realize rapid response to battlefield decision-making.
The generative artificial intelligence robot can generate multiple sets of operational plans in a short time when the aircraft is faced with complex and uncertain operational conditions, and preview the battlefield process and results for each set of plans, so as to generate real-time optimal decisions in the face of complex requirements in terms of information acquisition, reaction time, calculation speed, tactical evolution and comprehensive evaluation, and support decision makers with diversified decision plans and deduction results.
Real-time and efficient intelligent autonomous decision-making method can cover the complex situation in real combat environment, play a similar role to human brain in high uncertainty environment, dynamically adjust attack and protection strategies according to real-time situation awareness and operational effectiveness evaluation, and realize efficient confrontation through closed loop of process.
Enlightenment and prospect of intelligent military
Generative artificial intelligence technology breaks the logic of time series calculation, and makes artificial intelligence in multiple sub-fields begin to merge technically. As a new technology in the field of artificial intelligence, deploying ChatGPT in military operations may enhance cross-domain combat capability and realize situational awareness and real-time independent decision-making in all information domains. In the future battlefield, if we can deploy the top-level layout and bottom-level algorithm of generative artificial intelligence with the guidance of military operations and equipment development, with its ability of understanding, responding and interacting with people, we can greatly improve the cognitive and decision-making methods in the battlefield, promote the technical upgrading in key areas, and realize the optimization iteration of combat capability.
From the point of view of data and subsequent development, generative artificial intelligence technology is a more advanced neural network deep learning algorithm, which has high requirements for training data, depends on the authenticity of training data and is easily disturbed by external information. Because of the long training time and billions of parameters, automatic machine learning is needed for multiple lines to generate better calculation results. Therefore, when transforming the technological achievements of generative artificial intelligence, it is necessary to take into account the parameterization requirements of scientific research technology development and the automation requirements of equipment application development, so as to achieve the balance between scientific research liquidity and industrial productization.
Generative artificial intelligence has brought a new paradigm to military applications and set a new route for the next generation of military operations. It is the main problem to apply generative artificial intelligence technology to the military field to actively explore the representation form of situation awareness and decision-making tasks for different military problems and consider how to use effective information for large-scale pre-training. The combination of artificial intelligence technology and military operations and technological innovation will reserve new ways for situation awareness and independent decision-making in future operations, and realize intelligent support for the development of new military equipment.
Since November 2022, ChatGPT, a chat robot developed by American artificial intelligence research company OpenAI, has quickly become the fastest-growing consumer-grade application in history, attracting widespread attention. The emergence of ChatGPT has become the tipping point of the development of artificial intelligence, which has promoted the competition of scientific and technological innovation in various countries to enter a new track. The leap of technology will inevitably lead to in-depth observation in application scenarios. No matter how smart artificial intelligence services become, adapting to and meeting the needs of human development is always the fundamental direction. Facing the future, discussing ChatGPT’s important influence on people’s mode of production, lifestyle, way of thinking, behavior mode, values, industrial revolution and academic research will help us to use and manage this technology correctly and then think about the development prospect of artificial intelligence.
Hegel mentioned the concept of bubble burst in the Ethical System, which meant that the process of destruction was like an expanding bubble bursting into countless tiny water droplets. If we look at the development of artificial intelligence technology with this concept, we will find that it is more consistent. After the artificial intelligence bubble burst in 1956, it became many tiny water droplets and splashed everywhere. There are AlphaGo and so on in chess; There are AlphaFold and so on in scientific research; Language dialogue includes LaMDA, ChatGPT, etc. Image generation includes Discord, Midjourney and so on. These technologies have gradually converged into a force, which has involved mankind in an era of intelligent generation.
ChatGPT: generating and embedding
Generation constitutes the first feature of ChatGPT, which means innovation, but this is questioned. Chomsky believes that ChatGPT discovers rules from massive data, and then connects the data according to the rules to form similar content written by people, and thinks that ChatGPT is a plagiarism tool. This view is somewhat inaccurate. In the process of ChatGPT generation, something new is produced. However, this is not new in the sense of existence, that is to say, it does not produce new objects, but finds unseen objects from old things through attention mechanism. In this sense, it belongs to the new in the sense of attention. In 2017, a paper entitled "Attention is All You Need" proposed transformer based on the concept of attention, and later ChatGPT used this algorithm. This technology uses self-attention, multi-head-attention and other mechanisms to ensure the emergence of new content. Moreover, ChatGPT may also generate text by reasoning, and the results can not be summarized by plagiarism.
Embedding constitutes the second feature of ChatGPT, and we can regard the embedding process as enriching some form of content. The development of intelligent technology is divorced from the track of traditional technology development. Traditional technology is often regarded as a single technical article, and its development presents a linear evolution model. However, the development of intelligent technology gradually shows embeddability. For example, as a platform, smart phones can be embedded with many apps. ChatGPT can be embedded in search engines and various applications (such as various word processing software). This kind of embedding can obviously improve the ability of agents. This is the basis of ChatGPT enhancement effect. According to Statista’s statistics, as of January 2023, OpenAI has been closely integrated with science and technology, education, commerce, manufacturing and other industries, and the trend of technology embedding is becoming increasingly obvious. The degree of embedding affects the friendliness of the robot. At present, ChatGPT can’t be embedded in the robot as a sound program. In our contact, it is more like a pen pal. In the future, companion robots and talking robots may be more important, such as voice communication, human talking, machine listening and responding.
ChatGPT’s black box status
For ChatGPT, transparency is a big problem. From a technical point of view, opacity stems from the unexplained problem of technology. Therefore, technical experts attach great importance to the interpretability of ChatGPT, and they also have a headache about the black box effect of neural network. In terms of operation mode, the operation of ChatGPT itself is difficult to explain. Stuart Russell clearly pointed out that we don’t know the working principle and mechanism of ChatGPT. Moreover, he doesn’t think that the large-scale language model brings us closer to real intelligence, and the interpretability of the algorithm constitutes a bottleneck problem. In order to solve this problem, they can observe the mechanism of neural network and touch the underlying logic through some technical methods such as reverse engineering. And through the mechanical interpretable method, the results are displayed in its visual and interactive form. With the help of these methods, they opened the black box of neural network. However, the interpretability obtained by this method is only effective for professional and technical personnel.
From a philosophical point of view, the emergence of black box is related to terminology. Difficult and obscure terms will affect the acquisition of theoretical transparency. For example, the theoretical concepts on which ChatGPT algorithm depends need to be clarified. In the article "Attention is All You Need", attention mechanism is a common method, which includes self-attention and multi-attention If these concepts are not effectively clarified, it will be difficult for outsiders to understand, and the black box will still not be opened. Therefore, one of the most basic problems is to clarify attention itself. However, this task is far from complete. Ethical problems caused by lack of transparency will bring about a crisis of trust. If the principle of ChatGPT is difficult to understand, its output will become a problem. In the end, this defect will affect our trust in technology and even lose confidence in technology.
Enhancement effect of ChatGPT
ChatGPT is an intelligent enhancement technology. What it can do is to intelligently generate all kinds of texts. For example, generate an outline of data ethics and generate the research status of a frontier issue. This obviously enhances the search ability and enables people to obtain higher efficiency in a short time. This enhancement is based on generativeness and embeddedness. From the generative point of view, it realizes the discovery of brand-new objects through the transformation of attention; In terms of embeddedness, it greatly improves the function realization of the original agent.
As an intelligent technology, ChatGPT can obviously improve the work efficiency of human beings. This brings out a basic problem: the relationship between human beings and agents. We divide intelligence into substantive intelligence and relational intelligence. Entity intelligence, that is, the intelligence possessed by entities, such as human intelligence, animal intelligence and entity robot intelligence; Relational intelligence is mainly used to describe the relationship between human beings and agents, and augmented intelligence is the main form of relational intelligence. It is necessary to purify the enhanced intelligence, make it show the general significance of people and technology through philosophical treatment, and make it have normative significance through moral treatment.
However, ChatGPT, which can enhance the effect, will cause some ethical problems. The first is the problem of intelligence gap. At present, this technology is limited, and there is a certain technical threshold, which will lead to the widening gap among users, that is, the gap caused by intelligent technology. This is the gap and gap arising from the acquisition of technology. The second is the issue of social equity. Unless this technology can be as popular as mobile phones, this fairness problem will be exposed very significantly. People who can use ChatGPT to work are likely to improve their efficiency significantly; Those who can’t use this technology will keep their efficiency at the original level. The third is the problem of dependence. Users will feel the convenience of this technology during use. For example, it can quickly generate a curriculum outline, write a literature review, and search for key information. This will make users gradually rely on this technology. But this dependence will have more serious consequences. Taking searching literature as an example, with the help of this technology, we can quickly find relevant literature and write a decent summary text. Although ChatGPT can quickly generate a literature review, it has lost the academic training of related abilities, so the result may be that researchers and students have lost their abilities in this field.
The relationship between ChatGPT and human beings
In the face of the rapid offensive of ChatGPT, academic circles generally take a defensive stance, especially many universities have banned the use of this technology in homework and thesis writing. However, prohibition is not the best way to deal with it. Technology is like water, which can be infiltrated in many ways, so relatively speaking, rational guidance is more appropriate.
To guide rationally, we need to consider the relationship between agents and human beings. I prefer to compare the relationship model between the two to "make the finishing point". Taking the generation of text outline as an example, ChatGPT can generate a data ethics outline based on data processing links around related ethical issues in data processing, such as collection, storage and use. In a narrow sense, this outline is appropriate and can reflect some aspects of ethical issues in data processing. However, from a broad point of view, this outline is too narrow, especially only from the data processing itself to understand data, without considering other aspects, such as dataization, data and lifestyle. What we can do or want to do is to make the finishing touch on the generated text and make it "live" through adjustment. In this way, the position of intelligently generated text has also begun to be clear: it is the finishing touch of human beings that plays a key role in the generation. Without this pen, the intelligently generated text is just a text without soul. If not, it will be difficult to guarantee the meaning and value of human beings, and the corresponding ethical problems will also arise.
Of course, this is not all the expenses that Zhu Ting needs to deduct. Zhu Ting also needs to pay 1.5%-3% of the agent fees and some miscellaneous expenses of the players’ union. Moreover, because of the talent cultivation, Zhu Ting also needs to pay part of the salary to the Henan mother team. After a full calculation, Zhu Ting’s 1.2 million euros will actually be deducted by nearly 50%, which means that Zhu Ting actually gets 600,000 euros (equivalent to about RMB 4.2 million). But now Zhu Ting obviously doesn’t care about this. To tell the truth, if she wants to make money, Zhu Ting will stay in China. Her annual salary is at least over $1 million, and her income is more than that of studying abroad. Moreover, at home, Zhu Ting has more time to attend business activities, which is also a large amount of income. But for 28-year-old Zhu Ting, she deserves her last chance to fight for her dream. Zhu Ting also knows that if she wants to lead the China women’s volleyball team out of the trough, she must become.