Time Travel: 2014

To a certain extent, a sub-patent is a specific elaboration of a parent patent in a subdivided professional application field.

Not only are sub-patents not inferior to parent patents, but they are often better than others in some niche areas.

As for Lin Hui’s patent for “a new type of Chinese language text processing method”.

The core algorithm used in this patent is still a generative summary algorithm.

However, this patent focuses on strengthening the processing capabilities of the generative summary algorithm for Chinese.

In fact, generative text summarization is superior to extractive summarization in processing Chinese language summarization.

And now "a new way of processing Chinese language text" has reached a higher level.

Then the processing level of this technology in terms of Chinese language ability can be seen.

Text summary generation and summary are scientific research technical problems that have arisen due to the explosion of data.

With the explosive generation of data, especially text data, people are no longer able to browse and understand all relevant texts of interest in a timely manner.

Missing important textual information can cause a lot of organizational and application losses.

Therefore, automatic text summarization and summarization is a technology that is very needed in practical applications and has a wide range of applications.

Before the advent of Linfeng's generative summarization algorithm.

Most Chinese article summary automatic generation tools actually work by using extractive summarization algorithms.

This relatively traditional summary algorithm still extracts keyword-based fragments to form an article summary or abstract.

This method is not clever, and its core working principle is still to find keywords in the article.

Then select sentences containing more keywords to form a summary.

This method lacks an overall understanding of the article.

There is no good natural connection between the sentences in the abstract.

This is because these methods do not truly understand the article and organize it into a summary in the language they understand.

From a purely technical perspective, the main steps of the previous extractive summarization are still:

Split the original text into sentences, filter out stop words in each sentence, and keep only words with specified parts of speech.

This results in a set of sentences and a set of words.

On this basis, further processing is carried out based on the idea of ​​​​unordered and undirected graphs.

Calculate the importance of each word node.

Based on the calculation results, the most important words are used as keywords.

Next is key phrase extraction.

Finally, the summary is generated.

These traditional methods often default to combining sentences that the machine deems important into summaries.

Its main disadvantage is that it cannot summarize the full text, and it does not have a real understanding of the article and organizes it into a summary in the language you understand.

In addition to the above shortcomings, the current mainstream text summarization methods all require artificial feature customization and extraction.

However, the technology developed by Lin Hui is completely different from this (the details will be unfolded slowly. If you are interested, you can refresh it after a while and take a look).

Lin Hui even felt that the technology he developed might even create a research gap in many domestic fields.

For example, in the aspect of sentiment analysis of Chinese text summarization.

There are many aspects besides this.

All in all, such a patent is naturally capable of competing for the second prize of the Science and Technology Progress Award.

Moreover, Lin Hui’s situation objectively complies with the corresponding regulations.

In accordance with the corresponding regulations:

“The National Science and Technology Progress Award is awarded to the following citizens and organizations that have made outstanding contributions in the application and promotion of advanced scientific and technological achievements and the completion of major scientific and technological projects, plans, and projects, including:

In the implementation of technology development projects, complete major scientific and technological innovations, transform scientific and technological achievements, and create significant economic benefits;

In the implementation of social welfare projects, those who have been engaged in basic science and technology work and social welfare science and technology undertakings for a long time, and have created significant social benefits after being tested in practice;

In the implementation of national security projects, make major scientific and technological contributions to promote national defense modernization and ensure national security;

In the implementation of major engineering projects, ensuring that the projects reach the international advanced level (this award is only awarded to organizations)"

A situation like Lin Hui's is undoubtedly in line with the point of "creating significant economic benefits in technology development."

(ps: The rule description refers to "in the implementation of technology development projects", and Lin Hui obviously did not participate in the project.

It involves future plots, not an omission)

All in all, Lin Hui believes that the technology he has developed can compete for the second prize of the Science and Technology Progress Award in terms of rules and technology.

But Lin Hui still had doubts in his heart.

What organization nominated him for this award?

Although Lin Hui’s technology has the strength to compete for the Science and Technology Progress Award, it also meets the corresponding regulations.

But it is impossible to get nominated without recommendation from the unit.

Lin Hui searched the corresponding recommendation list and unexpectedly discovered that this technology was recommended by Beijing University.

Damn it, if it was recommended by Beijing University.

Then such a Science and Technology Progress Award is definitely a sure thing.

But this made Lin Hui even more confused.

It seems that I have never had any interaction with Beijing University?

Could it be the recruitment teacher from before?

Impossible. It seems difficult for an admissions teacher to have so much energy to influence a school's decision.

Lin Hui couldn't figure it out for a while and simply gave up his random thoughts.

Being recommended is not a bad thing after all, and the truth will eventually come out.

Although the impact of the technology that won the second prize of the Science and Technology Progress Award is at least one order of magnitude lower than the influence of the technology that won the first prize of the Science and Technology Progress Award.

But after all, it is impossible to eat a fat man in one bite.

After all, the road must be walked step by step.

And it’s even more nice to be featured on TV.

Although not specifically mentioned.

Lin Hui was also quite satisfied.

And not just for being nominated for the Science and Technology Progress Award.

And you must know that the news program broadcast at 7pm every night is the most exposed program at Station C.

Many people don’t even pay much attention to the news.

The TV will also be tuned to the corresponding program when the program is broadcast.

The exposure is considerable.

This can also be seen from Lin Hui’s father’s reaction.

People like Lin Hui's father's generation occasionally read page news on their mobile phones.

But the most important channels for getting news are still TV news and car radio channels.

In short, although the time reported on TV was short-lived.

But the impact is still considerable.

The aftermath was more than just ripples.

From his father, Lin Hui also learned that distant relatives of Lin Hui’s family who usually had little contact with him would even come to attend Lin Hui’s upcoming college entrance banquet.

These people were not so active in their previous lives.

Lin Hui remembered that only close relatives such as uncles and aunts came to the college entrance banquet in his previous life.

As for some relatives who are slightly further away, I basically didn’t ask.

Not to mention being as fawning as this life.

This contrast between past life and this life.

It can be called magical realism.

Lin Hui saw all these inadvertent changes.