Huaxia, Beijiang University.

In the conference room on the third floor of the NLP R&D Center, which has the same secret and State Key Laboratory brand as the Xilin University of Technology, a middle-aged man in his fifties is explaining PPT on the stage.

“…… Thanks to the cooperation with Youwei, we have integrated the processing of the NLP part of crowdintelligence into our intelligent training model, which has effectively solved the ability of our intelligent model to understand unique military terminology and professional language in the field of large-scale cooperative operations of UAVs.

However, there are still many problems we encounter, such as the discrimination of encrypted semantics in special cases, and the text noise caused by some non-standard terms in emergency situations still has a great test for the stability of the whole system.

Secondly, the response speed in multi-modal data processing such as image, audio, and video is still not ideal, especially the denoising process is not ideal. This also directly leads to the lack of cooperative combat capabilities of large-scale UAV swarms, and the system does not intervene in a timely manner.

According to our sand table simulation, after the drone swarm exceeds a certain number, it is easy to cause large-scale non-combat attrition. At the same time, long-time series data analysis still falls short of expectations. The analysis of changes in information and trends on the battlefield over a certain time frame is not ideal.

Therefore, the next focus of our R&D work is on the following aspects. First ......"

……

As the name suggests, the NLP R&D Center in Northern Xinjiang is engaged in military natural language processing.

At present, the most important task of the R&D center is to make corresponding supporting facilities for future UAV clusters.

In a sense, it is similar to what Su Mucheng wants Qiao Ze to do, but the requirements are higher and the fault tolerance rate is lower. It also has to adapt to a much more complex environment than civilian, and the difficulty coefficient is naturally higher.

Fortunately, this is mainly future-oriented technology.

At least at this stage, the requirements for R&D time are not so urgent for the time being, and the technical indicators at this stage are temporarily sufficient.

But then again, large-scale UAV swarm combat technology requires more than the development of NLP, and there are many research institutes across the country that are doing relevant research. For example, sensors, materials, communication networks, anti-jamming technology, bomb design, corresponding flight control algorithms, etc......

So you can't be slower than others.

In addition, they are not the only research institutes engaged in NLP.

It's embarrassing if everyone else does everything well and ends up waiting for some of the institutes to hand over the answers.

Similarly, it would be even more embarrassing if the brother institutes designed something better than theirs, and ended up using their results as a backup solution.

But how to say it?

If you want to be fast, you can't reach it, and this time it has promoted the cooperation between HKUST and Qunzhi, which has greatly improved the efficiency of the system's language awareness and noise removal, so although Luo Jinglei, the main person in charge of R&D, was very serious at the meeting, he was actually in a good mood.

Soon, after the assignment of tasks, the meeting ended after several team leaders with different needs expressed their determination.

Luo Jinglei finished packing up the information, and when he looked up, he found that Li Jie, a researcher who has been responsible for multimodal data processing research at the institute, was waiting for him under the podium.

"Li Gong, is there something?" Luo Jinglei opened his mouth and asked.

"Well, Mr. Luo, it's still the same thing last time, should we just cooperate directly with Xilin University of Technology?" Li Jie said directly.

Luo Jinglei stopped the movement in his hand and hesitated.

Of course, he knows that the so-called cooperation with Xilin University of Technology is actually hoping to cooperate with the child who has been in the limelight recently at Xilin University of Technology.

In fact, this big project already has the laboratory of Xilin Institute of Technology involved. However, it is mainly responsible for the design of the required micromachinery and sensors according to the requirements.

So if you rush to find it, it's really embarrassing, but the face problem is actually a trivial matter.

During this time, I worked with promising engineers who had been raving about Josser's design. And many problems are said to have been solved by indirectly finding Xilin in Youwei.

It would certainly be better if you could communicate directly.

In addition, Doudou, which has become famous on the Internet, is the focus of everyone's attention.

It's just a fun thing for people on the Internet, but in fact, the lab has done many tests. For example, post pictures in the comment area, ask questions about the understanding of pictures, and even try to use dialects to talk to Doudou to test Doudou's fuzzy semantic comprehension ability.

As we all know, it is almost impossible to type many words spoken in dialects with input methods. The pronunciation in many dialects does not have a corresponding Chinese character in Mandarin at all, and even if there is, it is not that pronunciation.

But it turns out that Doudou has an enterprise-level understanding of these words, and can always analyze the meaning they want to express in combination with the context. Text denoising is excellent.

In addition, Doudou's ability to recognize pictures and videos has also been verified, which is extremely powerful.

Of course, Doudou definitely can't be used directly.

The attribute of the fun person who brings joy to the majority of netizens, for this systematic project, how to measure how to make people feel unreliable.

But no one doubts how good the NLP system that underpins AI models is.

So if you really want to talk about it, Luo Jinglei actually wants to cooperate.

But there are actually quite a lot of troubles.

He had already learned from many sources that Qiao Ze was not easy to deal with, and he was very reckless, and people were not necessarily interested in their research. The most outrageous thing is that Qiao Ze, who is only nineteen years old, has already mixed into a big figure in the theoretical world, and this kind of character is not easy to invite.

It is said that there are many research institutes that want to cooperate with Qiao Ze in artificial intelligence, but they are all rejected. Because Qiao Ze made it clear that he was not interested in these. Then the Young-Mills problem was solved.

But these are actually not troublesome, the most troublesome thing is that the idea of Qiao Ze is to wait and see.

There is no way, the level of secrecy in this project is relatively high.

If it was just ordinary technical guidance, there was no need for Qiao Ze to make a move. It's enough to work directly with the engineers on Youwei's side.

Judging from Doudou's performance, Qiao Ze should be enough even if he is the chief designer of the entire project, but the question is whether the authority can be given and how much can be given.

After all, military projects are not quite the same as lithography machines in the current context.

In case the young man does not know the severity and leaks the project code, or other confidential content. That is not only a matter of early investment, but also involves the security of the entire security system that has been laid out, not to mention that it will ruin the good future of a young genius.

Then he is a sinner, so he must be careful.

So Luo Jinglei smiled bitterly: "Li Gong, I know what you think." But haven't we talked about this before? Qiao Ze is now a fragrant bun in the academic world, and he has no time to do such drudgery as ours. It's a lot of difficulties to get him to make a move, and we can't do everything we can't do. Otherwise, we will be sinners by then. ”

"No, Mr. Luo, that's what I think. I know what I'm worried about, but we don't need Jozer to be involved in our research. We can actually talk to Qiao Ze and see if he can help us redesign a system and use our platform for independent development.

We will assign a part of engineers to assist, and the two systems are independent of each other, and then we will do comparative tests after completion, and learn from each other's strengths. In this way, Qiao Ze was not directly involved in the project, and even if it was secret, it would not cause irreparable damage. What do you think? I always thought there might be a surprise. ”

As soon as Li Jie opened his mouth, he shared his thoughts and thoughts during this time.

There's no way around it.

Li Jie was under a lot of pressure during this time.

To put it mildly, Huaxia is actually ahead of the curve in multimodal data processing compared with foreign disclosed technologies.

But when it comes to the particularity of the military, there are too many difficult problems that need to be solved.

In addition, the military environment is often extremely complex, not only the UAV platform needs to be considered, but also the data cooperation of other platforms, and the multi-modal data from different platforms and sensors are heterogeneous. This requires consideration of multi-source heterogeneous data integration.

Add to this the fact that military decision-making often requires real-time information in order to respond quickly and accurately, requiring both speed and accuracy. In addition, the battlefield environment is complex, such as a sudden large-scale electronic attack, resulting in the sudden loss of multiple data source platforms, give as accurate a report as possible......

In short, it's too hard to go any further.

At every regular meeting, the part he is responsible for is dragging his feet.

Although everyone knows that it is indeed difficult to meet the requirements, including Chief Engineer Luo, he has always expressed his understanding of Li Jie's slow progress, but it does not mean that Li Jie can accept this understanding with peace of mind.

Coupled with the birth of Doudou, it really made Li Jie's heart itch all the time.

If this young man with a deep understanding of artificial intelligence could join him, he should be able to immediately feel much less pressure, right?

"Huh? Do you want to make a new system? Luo Jinglei was a little moved.

In this case, it is indeed possible.

At the very least, the biggest concern at the top can be said to be gone.

Even if the new system is leaked, it is controllable.

But here comes the problem again......

"Where does the money come from? Are you going to let Qiao Ze give you nothing? Luo Jinglei looked at Li Jie and asked dryly.

"This ...... Young people should have a great sense of honor, right? And I heard that the engineer said that he is not short of money, is he? He is still an invisible rich man, and he is not short of money. Let's think of something else? Help Qiao Ze win some honor or something? Li Jie scratched his head and said.

He definitely didn't have the money, after all, he knew very well that the investment in this technology was too big.

Even if he takes out all his savings, it's not even a fraction of it. As for taking money from the Institute...... Are you kidding? The money spent on my side is like flowing water, and I live a tight life.

In short, the research budget of the institute has never been sufficient, which is very realistic.

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There are too many unexpected processes that can happen in the process of scientific research. Especially if you want to be the most advanced in the world, but you don't have other people's things as a reference. It's all about trial and error. Each trial and error represents a huge investment in the water. It's the same all over the world.

But in a sense, this law makes it possible for China to catch up with the scientific and technological development of the United States.

If you have the lead and you can easily maintain it all the time, then the United States is probably the happiest.

"If you want to prostitute for nothing, just say it directly, don't be so tactful. In this way, I can help you make an application, and if the boss agrees, you can find a way to contact people yourself. I can't afford to lose that man. Luo Jinglei glanced at Li Jie with disdain, and said angrily.

Li Jie said with a smile on his face: "This is no problem, I will go if I go!" In fact, Mr. Luo, we can't be too kind. I heard that many brother units are fighting that Qiao Ze's idea, in case someone else takes the lead, why don't we try it first? Anyway, the most I can do is get rejected. My face is not worth much.

But Mr. Luo, can you give me a name that can bluff people? It's always okay for me to talk in the name of a cooperative research institute, right? And I heard the news that Qiao Ze is very good to his mentor, you can see if you can fight with the top by the way.

If the other side agrees, we can also get some bluffing honorary titles for Qiao Ze's mentor, medals or something? I think I have a better chance that way. And you think, maybe something we find very difficult, people can solve it casually. ”

These words made Luo Jinglei's lips tremble, and he said in a muffled voice: "It's solved casually, you really dare to say it!" ”

After working together for so long, Luo Jinglei only found out today that the engineers under him were so shameless.

I'm probably thinking about all kinds of white prostitution on weekdays, right? No wonder Li Jie's group often complains.

If it weren't for the fact that he was also said to be moved, he really wanted to let this thing get out.

So he couldn't help but raise his finger and pointed at this guy, and said with emotion: "Li Gong, Li Gong, I really didn't see that you have so many eyes." As far as your eight-sided mind is concerned, if I am transferred away in the future, I will definitely recommend you to sit in my place. The idea is really good, this is to want to prostitute for nothing on both sides! Get...... I can only help you ask. ”

Li Jie smiled and said again and again: "Just ask, just ask, we don't ask for it, maybe it's done." I'm waiting for your good news. Forehead...... Would you like to have a meal together at noon? I'm in for a treat! ”

"Forget it, I don't dare to eat the food you invited, for fear of being remembered by you. I still have to go back to catch up with the report, and I don't necessarily finish it at noon, so I'll eat a bowl of instant noodles in the office. Luo Jinglei waved his hand.

There are many things in the front-line research institute that took over the task, and eating instant noodles is a common thing, and everyone is the same, so they have long been used to it.

"How can you eat instant noodles after you work so hard? In this way, I will go to the cafeteria at noon to give you a boxed lunch and send it over, don't make noodles, that's it, I'll go first. ”

"Hey......"

Seeing Li Jie walk out of the conference room quickly, Luo Jinglei picked up the computer bag that had been sorted out, and carefully checked that there was nothing missing on the table again, and then left with the bag.

But my mind was already thinking about how to write this report.

What kind of honors should I apply for? After all, if you want to prostitute for nothing, you also have to pay attention to skills.

Wait, that doesn't seem like he's supposed to worry about.

Maybe the top is also thinking about it, the last time I went to the project meeting, I heard those bigwigs talk about the crowd intelligence model designed by Qiao Ze, maybe the boss is also waiting for them to give a reason?

Maybe all things considered, the above don't mind spending some money?

Maybe it can really be done?

……

"Old Qian, Sun asked me to forward this report to you, submitted by Northern Xinjiang."

"Oh? The Northern Frontier Institute? How? Are they having trouble again? ”

"No, in fact, the progress of the Northern Xinjiang Institute has been quite fast recently. Just look at it. ”

Twenty minutes later, the old man took off his glasses......

"That's a lot of money! Very innovative, do you want people to help them make a whole set of new solutions for free? Xiao Luo is a talent, can you think of this? If you want me to ask, just ask them if they should return all the money that was allocated to them! Heh......"

"Hehe...... the secretary next to him smiled and said, "What Sun means is that it's all for work." However, Sun also said, as usual, you make decisions on professional matters, and we fully cooperate. ”

"Hmm!" The old man closed his eyes and pondered for a moment, and said: "Actually, you can also consider it, of course, the premise is that people can agree, and in addition, the Northern Xinjiang Institute must do a good job of coordination and cooperation." So, let me ask first. I made sure I called Sun Zhiguo directly. ”

"Okay, then I'll go back first."

"Hmm." Qian Lao nodded.

……

Xilin Institute of Mathematics.

After Jozer finished his conversation with Lotter Duggan, he began his daily research.

Until two o'clock in the afternoon, Xu Changshu walked into his office with a tangled face.

Today's weekly discussion time, but he was not worried about the problems in the study, but the old leaders of the school asked him to help probe Qiao Ze's tone.

I can't say no.

Soon, the normal weekly discussion ended, Qiao Ze looked at Xu Changshu, who was still in the office, and asked, "Is there anything else?" ”

"Well, there's something." Xu Changshu glanced at Su Mucheng, who had been watching the video with headphones on the side.

The girl sensed Xu Changshu's gaze, smiled, and then took off the headphones and stood up: "I want to go down and take a look, and by the way, ask Sister Hannah if she wants to have afternoon tea together." ”

Qiao Ze nodded.

"How is your doctoral dissertation prepared?" When Su Mucheng left, Xu Changshu found an entry point and asked.

Speaking of which, he was already interested in the Yang-Mills equation.

"It's coming." Qiao Ze replied.

This answer made Xu Changshu stunned.

Last time Qiao Ze explained Yang Mills, Qiao Ze said that it may take a while, this time it is just too fast?

That means......

For a while, he forgot all the things that the old leader had asked him to ask for.

"Proven already? How? ”

"Huh?"

Joser thought for a moment and then decided to explain: "I built a supercoiled space algebraic system, and then introduced transcendental geometry to relate the band structure and topological properties of the system to the mass gap. In this framework, strong association effects can be dealt with more naturally, especially in the presence of the hubbard interaction term.

It is easier to explain the coupling of spin and charge in a system. I have sent you related concepts, and you should know that the introduction of algebraic-like structures can more accurately capture the key physical properties of the system by establishing more complex operator relationships. ”

Xu Changshu asked with a surprised face: "I know this, but the manuscript you sent last time doesn't seem to have a specific quantitative analysis process." Also, your Transcendental Geometry has been proven to be complete? ”

Qiao Ze nodded and replied, "Pretty much." I made an appropriate expansion of the FOCK space of the system during this time. At present, the model on the 1D chain has been restored. Specifically, by introducing the superoperators aj and bj, which represent the electrons above and below the spin at position j. Then, the basic relation of supercoiled space algebra is actually very simple: [ a_jb_j =-b_ja_j ].

Then, using the idea of transcending geometry, through the concept of Berry curvature and Chern number, the expression of Berry curvature f can be obtained. The focus is on the spin-orbit coupling and topological phase transition analysis that follows. I need to find and introduce an appropriate interaction that guarantees that the coupling term can cause a topological phase transition, which affects the mass gap of the system.

Solving this problem makes it possible to prove the phase transition of the mass gap by adjusting the strength of the parameters and the spin-orbit coupling term in the supercoil space algebra. Thus proving the existence of mass gaps. However, the problem itself is not difficult, but the amount of calculation is too large, I have simplified it, and I will wait for the supercalculation to come out for now.

As long as the supercomputer can finally give a result, it can make the equation [ v =\sum_j (a_jb_j +ext{.})] If it is established, my thesis will be closed. ”

Qiao Ze said it very easily, but when he heard Xu Changshu's ears widen his eyes, he said in surprise: "Wait, you mean that your proof method proves its existence by proving that the mass gap can be adjusted?" ”

The job-hopping professor's reaction made Qiao Ze a little strange, and he couldn't help asking, "Something?" ”

Xu Changshu said loudly: "No, no problem. But does that mean that your conclusions can be confirmed directly by the lab? ”

"Isn't that good? Mathematics is not in the service of physics in a sense. José replied.

Xu Changshu didn't know what to say, for a while he was a little envious of those contemporary physicists, at least he had never seen a mathematician like Qiao Ze......

"No, that's fine, but you're feeding the high-energy physics guys. If anyone can be the first to use your theory to find the corresponding evidence in the laboratory, they can win a Nobel Prize in physics. ”

Qiao Ze shook his head and said: "It's not that simple, mental arithmetic knows that the instantaneous energy required to verify is too large, and the test itself is very expensive. Moreover, the occurrence process time is extremely short, and it is very difficult to find the pattern in the huge and complex signals. ”

Xu Changshu obviously has a different idea about this: "Of course, it is difficult to find without reference, but if you look for it with a purpose, maybe you can find it by analyzing the signals before the collider." ”

Qiao Ze smiled and didn't comment.

If you make it, you will make it, that is, it is just a Nobel Prize, and he doesn't need to pay the bonus?

If it can be physically verified, it is actually a good thing, and it will save him a lot of time in the future.

So he just casually asked, "Is there anything else?" ”

"Uh...... Gone! Xu Changshu hesitated, then shook his head.

I'm sorry, old leader, he really doesn't know how to mention this to Qiao Ze.

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