Chapter 260 High-level Game: The Battle for Discourse

People who meet these two conditions at the same time are often completely rare.

It is precisely because there are so few professional annotators.

Often expert-level annotation can only handle small amounts of data.

For large-scale data labeling and ultra-large-scale data labeling tasks, it is often difficult to rely on expert labeling.

For large-scale data labeling and ultra-large-scale data labeling, crowdsourcing is often the only option.

The crowdsourcing model is a service model that integrates scattered individuals (including part-time workers) and small annotation teams into the platform to complete a complete project.

The main advantages of this model are low cost and relatively flexible.

Although the work that machine learning has been committed to for a long time in the previous life is to replace expert labeling with crowdsourced data or simply unlabeled data.

But I really have to ask which one is more popular, expert annotation or crowdsourced data.

That is naturally the former.

In this case, it is easy to gain a higher premium by exaggerating the proportion of expert annotations in the annotated data.

It sounds like a very profiteer.

But that's just what it sounds like.

If there is really a big difference between the annotated data that Lin Hui praised so much and the current expert annotation level.

It's useless even if the forest dust blows through the sky.

After all, you need to be strong to make iron.

Since Lin Hui dares to claim that the proportion of expert annotations in the labeled data is high, he is naturally confident.

how to say?

In the next few years, even some data labeled by non-experts will be standardized and normalized in the industry.

In many cases, even crowdsourced data may not be worse than the level of expert annotation in the current industry that has not yet been fully standardized and planned.

Even if Lin Hui uses non-expert annotated data from the next few years to deceive people.

I think some people will buy it in this time and space.

There is no way, technology is strong and you can do whatever you want.

Usually, if you have money, you can do whatever you want.

But when you do whatever you want, others may treat you like a grandson.

With technology, you can do whatever you want.

But when you do whatever you want, others have to treat you as their grandfather.

Let’s take a look at how some manufacturers in later generations will celebrate their birthdays and rush for the first launch (I’m not specific, so don’t take your seat)

You can probably get a glimpse of the saying "grandfather status due to technology".

The time and space of 2021 comes to the time and space of 2014.

Although the time difference between these two time and spaces is only seven years.

But this means that Lin Hui has at least seven years of information gap in most fields.

And the shortcomings in some aspects of this era have caused Lin Hui to have an information gap of far more than seven years in some fields.

Many technologies that were not that advanced in previous lives were ahead of their time when placed in this time and space.

In this way, Lin Hui can really do whatever he wants.

Even in many areas of this time and space, Lin Hui is truly a grandfather-level existence.

For others to get involved in the same field is to be a grandson.

If I were a grandchild, would there be anyone else?

Of course, I don’t know how many people are lining up to be grandsons.

In some fields, even Lin Hui's potential status is not as exaggerated as "grandfather level".

But Lin Hui also has a very obvious prophetic advantage.

This prophetic advantage is not only reflected in the foresight of technical details.

It also focuses on details that are not easily noticeable to ordinary people, such as route advantages.

With almost absolute advantages in many fields.

Lin Hui's status is outstanding.

The status of potential possession is even more transcendent.

Even as long as Lin Hui doesn't commit any crime.

This is almost an era when Lin Hui can do whatever he wants.

But apart from the hard red lines of the law and the most basic bottom line of personality.

There is always an invisible and intangible red thread that affects Lin Hui.

Of course, this red line is not moral.

In fact, for some people who have achieved fame or small success, there is basically no red line in terms of morality, only a yellow line.

The general public has very broad moral constraints on people who have achieved fame or success.

Lin Hui was even ready to accept moral kidnapping before.

But the fact is that Lin Hui has not been charged in this regard.

There are even many people who will try to lure Lin Hui into the moral abyss.

For example, many people on Weibo/Bo send Lin Hui various private messages every day, asking him to give birth to a monkey and so on.

He even enthusiastically sent various illustrations to Lin Hui (the basic equipment of the shielding system at this time), which left him speechless.

Although Lin Hui has moral standards in his heart.

But the moral potential is not Lin Hui's potential enemy.

Another invisible and intangible red thread that really affects Lin Hui.

That is "reasonableness".

Many times I think about rationality considerations.

This makes Lin Hui unable to do whatever he wants.

Even though many of Lin Hui's technologies are absolutely advanced, they still cannot be transported without restraint.

There is an invisible red line of "rationality".

Lin Hui has many scruples in doing things.

If it is logically reasonable, then Lin Hui has nothing to say.

Lin Hui is a person who respects the internal logic of things and the objective development laws of things.

But the problem is that many times the so-called "rationality" does not start from the logical aspect.

It's all from a "camp" perspective.

Compared with rational interpretation starting from the logical level.

The more common interpretation of "rationality" is actually the latter.

What are the judging rules from the perspective of the camp?

To put it bluntly, it is ideology.

However, not all ideologies are keen on rational interpretation.

The main representative of the ideology that is keen on interpreting rationality is naturally the various rules imposed on the world by the West.

This phenomenon is extremely common in the fields of science and technology and academic fields.

When handling technology, except for part of the time, rationality considerations are based on pure logic.

Many times Lin Hui feels that some of the decisions he makes for the sake of rationality are just compromises he has to make out of consideration for the rules of the Western world.

These Western rules are invisible and intangible.

But it often influences the choices Lin Hui makes.

This is undoubtedly very unpleasant, but if you want to seek benefits under the rules, you have to give in.

But after all, most of the time, the first one wins, and the last one suffers.

The fact is that even when Lin Hui traveled through time, people often had to endure the same situation.

The simple thing is, go back seven years ago, when you had a lot of superior information.

Lin Hui is expected to accelerate the change of this situation.

The technical handling of forest ash is carried out or various technical handling is prepared.
To be continued...