How to Make Learning as Addictive as Social Media | Duolingo's Luis Von Ahn | TED

7,732,749 views ・ 2023-10-26

TED


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翻译人员: Jia Z 校对人员: Yanyan Hong
00:04
So, I'm from Guatemala.
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我来自危地马拉。
00:07
This is a public service announcement,
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下面是一则公共服务声明:
00:09
that is where Guatemala is.
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这里,是危地马拉。
00:10
(Laughter)
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(笑声)
00:13
Also, that is not where they keep the prisoners.
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另外,危地马拉不是关押囚犯的地方。
00:15
That is called Guantanamo.
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那叫关塔那摩。
00:17
(Laughter)
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(笑声)
00:18
Not the same place.
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不是一个地方。
00:20
So Guatemala's right below Mexico.
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危地马拉位于墨西哥的正下方。
00:22
And for the Americans in the audience,
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对于观众中的美国人来说,
00:24
and let this sink in, because it really applies in most ways,
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请你细品, 因为它确实适用于大多数方面,
00:27
for the Americans in the audience,
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对于观众中的美国人来说,
00:29
you can think of it as Mexico's Mexico.
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你可以把这里看作是 墨西哥的墨西哥。
00:31
(Laughter)
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(笑声)
00:33
Just like the US doesn't want illegal immigration from Mexico,
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就像美国不想要 从墨西哥来的非法移民,
00:36
Mexico doesn't want illegal immigration from Guatemala.
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墨西哥也不想要 从危地马拉来的非法移民。
00:39
It's a smaller country.
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这是一个更小的国家。
00:41
It's a poor country.
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一个贫穷的国家。
00:43
And well, what can I tell you,
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好吧,我能告诉你的是,
00:45
it has much better Mexican food.
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它有更好吃的墨西哥餐。
00:47
(Laughter)
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(笑声)
00:51
Guatemala is a very poor country.
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危地马拉是一个非常贫穷的国家。
00:53
And a lot of people talk about education
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很多人将教育视为
00:56
as something that brings equality to different social classes.
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给不同社会阶层带来平等的东西。
00:59
But I always saw it as the opposite, as something that brings inequality.
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但我一直认为,恰恰相反, 教育带来的是不平等。
01:02
Because what happens in practice
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因为现实情况是,
有钱人可以买到真正良好的教育,
01:04
is that people who have a lot of money can buy themselves a really good education
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01:07
and therefore continue having a lot of money.
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从而继续拥有很多钱。
而那些没钱的人
01:10
Whereas people who don't have very much money
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几乎不会学习如何读写,
01:12
barely learn how to read and write
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因此从来都挣不到多少钱,
01:13
and therefore never make a lot of money.
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01:15
And this is especially true in poor countries.
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在贫穷国家尤其如此。
01:17
Now, I was fortunate that I received a rich person's education
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我很幸运,虽然并非出生富贵,
01:21
even though I didn't grow up rich.
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但我接受了富人的教育。
01:23
And it’s because I’m an only child.
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这是因为我是独生子。
01:25
And my mother, who was a single mother,
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我的母亲是一位单身母亲,
01:27
spent all of her resources on my education.
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她把所有的资源都用在了我的教育上。
01:30
And this allowed me to come to college to the US
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这让我能来美国上大学,
01:33
and eventually get a PhD in computer science.
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最终获得计算机科学博士学位。
01:36
Now because of all of this
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由于所有这些,
01:39
about 10 years ago,
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大约十年前,
01:41
I decided I wanted to do something
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我决定要做一些事情,
01:42
that would give equal access to education to everyone.
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让每个人都有平等受教育的机会。
01:46
Oh, by the way, this is what I want to talk to you about today,
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顺便说一句,这就是我今天 想和大家聊的话题
01:49
giving equal access to education to everyone.
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让每个人都有平等的受教育的机会。
01:51
At the time, I was a professor of computer science
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当时,我是卡内基梅隆大学的
01:53
at Carnegie Mellon University,
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计算机科学教授,
01:55
and I decided to work on this with my PhD student, Severin.
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我决定和我的博士生 Severin 一起研究这个问题。
02:01
The way my brain works,
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从我的大脑运作方式来看,
02:02
all of education is just too general of a problem.
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所有的教育都是一个太笼统的问题。
02:05
So I decided, let's start by teaching one thing.
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所以我决定,让我们从教一件事开始。
02:08
And then I started thinking, OK, well, what should we teach first?
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然后我开始想,我们应该先教什么?
我们应该教数学吗?
02:12
Should we teach math?
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我的意思是,我们俩都喜欢数学。
02:13
I mean, we both love math.
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02:14
Me and my cofounder, we both love math.
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我和我的联合创始人,我们都喜欢数学,
02:16
And, you know, we didn't decide to do math.
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但我们并没有决定做数学。
02:19
Then we started thinking, well, maybe we should teach computer science.
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然后我们开始思考, 也许我们应该教计算机科学。
02:23
But eventually, and this is maybe surprising to people in North America,
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但最终,这可能让北美的人们感到惊讶,
02:26
eventually, we decided that the best subject to start with
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最终,我们决定最好的学科是
02:29
was teaching foreign languages.
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从教授外语开始。
02:31
And let me tell you why.
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让我告诉你为什么。
02:33
There's a number of reasons.
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原因有很多。
02:35
One of them is that there's a huge audience for it.
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其中之一是它有大量的受众。
02:37
There’s about two billion people in the world learning a foreign language,
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世界上大约有 20 亿人在学习外语,
无论是在校内还是校外。
02:41
both in school and outside of schools.
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02:43
Most of these people, by the way, are learning English.
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顺便说一句,这些人中的大多数 都在学习英语。
02:45
About 80 percent of them are learning English.
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他们中约有 80% 的人在学习英语。
02:47
In this weird map right here,
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在这张奇怪的地图中,
02:49
all the countries in green
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所有绿色国家的人
02:50
are countries in which people are predominantly learning English.
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主要学习的是英语。
02:53
And the reason for that
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究其原因
02:54
is because English can truly transform your life.
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是因为英语可以真正改变你的生活。
02:57
In most countries in the world,
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在世界上大多数国家,
02:58
knowledge of English can significantly increase your income potential.
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英语知识可以显著增加你的收入潜力。
03:02
So this is another reason why we decided to start with foreign languages.
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因此,这是我们决定 从外语开始的另一个原因。
03:05
And it's because you can directly make more money
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这是因为如果你学习另一种语言,
03:08
if you learn another language, in particular English.
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尤其是英语, 你可以直接赚更多的钱。
03:10
And see, this is pretty different than many other subjects.
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你看,这与许多其他学科有很大不同。
03:13
For example, take math.
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例如,以数学为例。
03:14
In the case of math,
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就数学而言,
03:15
just knowledge of math does not increase your income potential
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仅仅了解数学并不能增加你的收入潜力,
03:18
because usually you have to learn math to then learn physics
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因为通常你必须先学数学,才能学物理,
03:21
to then become a civil engineer, that's how you make more money.
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然后成为一名土木工程师, 这就是你赚更多钱的方式。
03:24
Whereas with languages, if you are a waiter and you learn English,
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而在语言方面,如果你是 一名服务员并且学习英语,
03:27
now you can be a waiter at a hotel and make more money.
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那么现在你可以在酒店当服务员 并赚更多的钱。
03:30
So we decided, well, let's get started by teaching languages.
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所以我们决定,好吧, 让我们从教授语言开始吧。
03:34
Now, we also convinced ourselves
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我们还说服自己,
03:36
that the only way to really reach a lot of people
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想要获得更多受众的唯一方法
03:40
was by using a mobile phone, or a smartphone in particular.
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是使用手机,尤其是智能手机。
03:44
See, building schools all over the world is simply too expensive.
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因为在世界各地建造学校 实在是太昂贵了。
03:47
On the other hand,
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另一方面,
03:49
most of the world's population already has access to a smartphone,
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世界上大多数人口已经在使用智能手机,
03:52
and the trend is that that fraction is only going to increase.
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而且这一趋势只会增加。
03:55
So we decided at the time
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因此,我们当时决定,
03:56
that we would make a way to learn foreign languages on a mobile phone
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我们要打造一种人人都可以通过手机
04:00
that was accessible to everyone.
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学习外语的方法。
04:02
And then we called it Duolingo.
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然后我们称之为“多邻国”。
04:04
Thank you.
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谢谢。
04:06
(Applause)
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(掌声)
04:09
Now in order to truly be accessible to everyone, rich and poor,
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为了让所有人,无论贫富,都可以使用,
04:13
Duolingo uses a freemium model to support itself.
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多邻国使用免费增值模式自给自足。
04:16
What that means is that you can learn as much as you want
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这意味着你可以随心所欲地学习,
04:20
without ever having to pay.
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而不必付钱。
04:22
But if you don't pay,
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但是,如果你不付钱,
04:23
you may have to see an ad at the end of a lesson.
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你可能需要在课程结束时看到一则广告。
04:25
Now, if you don't like ads,
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如果你不喜欢广告,
04:27
you can also pay to subscribe to turn off the ads.
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也可以付费订阅以关闭广告。
04:30
And it turns out that the vast majority of the revenue for Duolingo
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事实证明,多邻国的绝大部分收入
04:33
comes from people who pay to subscribe to turn off the ads.
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来自付费订阅以关闭广告的人。
04:38
Now, who are these people who pay to subscribe to turn off the ads?
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那么,这些付费订阅 以关闭广告的人是谁?
04:41
Well, they're usually well-off people in rich countries like the US and Canada.
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他们通常是美国和加拿大等 富裕国家的富裕人群。
04:47
Who are the people who don't pay to subscribe?
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谁是那些不付费订阅的人?
04:49
They usually come from poorer countries like Brazil or Vietnam or Guatemala.
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他们通常来自较贫穷的国家, 例如巴西、越南或危地马拉。
04:53
So what I like about this model
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因此,我喜欢这种模式的地方在于,
04:55
is that it is a small form of wealth redistribution
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它是一种小规模的财富再分配形式,
04:57
because we're basically getting the rich people
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因为我们基本上是在让富人
05:00
to pay for the education of everyone.
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为所有人的教育付费。
05:02
So I like that.
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所以我喜欢这样。
05:03
(Applause)
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(掌声)
05:06
So with smartphones, we can reach a lot of people
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有了智能手机,我们可以获得更多受众,
05:09
and we can even get the rich people to pay for the whole thing,
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我们甚至可以让富人为用户付钱,
05:12
which is great.
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这太棒了。
05:13
However, if you're trying to deliver education with a smartphone,
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但是,如果你想用智能手机提供教育,
05:16
you run into a humongous problem.
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你会遇到一个巨大的问题。
05:18
And it is that smartphones come equipped
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正是智能手机
05:20
with some of the most addictive drugs that humanity has ever engineered.
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配备了一些人类有史以来 最容易上瘾的“药物”。
05:24
TikTok, Instagram, mobile games.
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抖音、Instagram、手机游戏。
05:27
See, delivering education over a smartphone
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看到了吗,通过智能手机提供教育
05:29
is like hoping that people will eat their broccoli,
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就像希望人们能吃掉西兰花一样,
05:32
but right next to it, you put the most delicious dessert ever made.
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但是就在它旁边,你放了 有史以来最美味的甜点。
05:35
(Laughter)
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(笑声)
05:38
If you really want to deliver education to everyone,
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如果你真的想为所有人提供教育,
05:40
not only do you have to make it accessible,
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你不仅要让教育变得容易获得,
05:42
but also you have to make it so that people want to actually learn.
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还必须让人们真正想学习。
05:46
And with Duolingo, we've been able to do this.
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多邻国已经能够做到这一点。
05:48
And at the highest level, the way we've done this
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在最高层面上, 我们做到这一点的方法
05:51
is by making the broccoli taste like dessert.
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是让西兰花尝起来像甜点。
05:55
I'll say it another way.
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我换个方式说,
05:56
What we've done is that we've used the same psychological techniques
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我们所做的是,我们使用了
05:59
that apps like Instagram, TikTok or mobile games use
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与 Instagram、抖音或手机游戏等 应用程序相同的心理技巧
06:04
to keep people engaged,
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来保持人们的参与度,
06:05
but in this case, we use them to keep people engaged
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但在这种情况下,我们使用它们 来保持人们的参与度,
06:07
but with education.
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但用在教育上。
06:09
Let me give you some examples of these techniques.
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让我举几个例子来说明这些技巧。
06:11
One of the most powerful ones is the notion of a streak.
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其中最厉害的就是“连胜”的概念。
06:14
What a streak is, is it’s just a counter
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所谓“连胜”就是一个计数器,
06:16
that measures the number of days
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用来衡量
06:18
that you've used the product consecutively.
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你连续使用该产品的天数。
06:21
You just take that number,
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你只要拿这个数字,
06:22
you put it very prominently in your product
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把它放在你的产品中非常显眼的地方,
06:24
and then people come back every day.
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人们就会每天都会回来。
06:27
And the reason people come back every day is because, well,
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人们之所以每天回来是因为,
06:30
if they don't come back, that number resets to zero
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如果他们不回来, 这个数字就会重置为零,
06:33
and people don't want to lose their streak.
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人们不想失去“连胜”纪录。
06:35
It works.
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这招很管用。
06:37
Now, on the one side,
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一方面,
06:38
streaks have been criticized for, for example,
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例如,“连胜”因为让青少年沉迷于
06:42
getting teens addicted to Snapchat.
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Snapchat 而受到批评。
06:44
But in the case of an educational app,
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但是就教育应用程序而言,
06:47
streaks get people to come back to study every day.
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“连胜”可以让人们每天回来学习。
06:50
Now, to give you an idea of the power of streaks,
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为了让你大致了解“连胜”的力量,
06:52
in the case of Duolingo,
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就多邻国而言,
06:53
we have over three million daily active users
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我们有超过 300 万的每日活跃用户,
06:55
that have a streak longer than 365.
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他们的 “连胜” 纪录超过 365 天。
06:58
(Applause)
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(掌声)
07:02
That means they haven't missed a day in the last year or longer.
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这意味着在过去一年或更长时间里, 他们没有错过任何一天。
07:05
Now, fun fact about streaks.
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关于 “连胜” 的有趣事实。
07:07
What country do you think has the longest average streaks
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你认为哪个国家的平均 “连胜” 最长?
07:11
for an educational app?
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就教育类应用而言。
07:13
It's Japan.
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是日本。
07:15
Of course.
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当然。
07:17
Shortest-ever streaks?
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最短的“连胜”?
07:19
Latin America, baby.
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拉丁美洲,宝贝。
07:21
(Laughter)
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(笑声)
07:22
But we're fun, hey, we're fun.
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但是我们很有趣,嘿,我们很有趣。
07:24
(Laughter)
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(笑声)
07:26
Another important mechanism to get people to come back to your product
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让人们回到你的产品的另一个重要机制
07:30
are notifications.
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是通知。
07:31
On the one side, notifications can be really spammy and annoying,
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一方面,通知可能会像 垃圾信息一样且很烦人,
07:34
but in the case of an educational product,
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但是对于教育产品来说,
07:36
people actually want to be reminded to learn.
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人们实际上想要收到学习提醒。
07:38
In the case of Duolingo, we have a very sophisticated AI system
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就多邻国而言,我们有一个 非常复杂的人工智能系统,
07:42
that basically chooses when to send the notification
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它基本上可以选择何时发送通知
07:46
and also what to say in each notification
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以及在每个通知中说什么,
07:48
to maximize the probability that people come back.
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以最大限度地提高人们回来的可能性。
07:51
Now, interestingly,
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有趣的是,
07:53
even after all this sophistication,
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即使经过所有这些复杂处理,
07:55
it turns out that the algorithm for choosing what time
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事实证明,选择何时向你发送通知的算法
07:58
to send you a notification is pretty simple.
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非常简单。
08:00
Do you know what is the best time to send people a notification?
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你知道向人们发送通知的最佳时间吗?
08:03
I'll tell you.
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我来告诉你。
08:04
It's 24 hours after they used the product last.
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是在他们上次使用该产品 24 小时后。
08:06
There's an easy explanation.
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有一个简单的解释。
08:08
If you were free yesterday at 3pm,
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如果你昨天下午 3 点有空,
08:10
you’re probably free today at 3pm as well.
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那么今天下午 3 点你很可能也有空。
08:13
So this is what a very sophisticated millions of dollars of AI found.
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这就是一个非常复杂的 价值数百万美元的人工智能发现的。
08:16
(Laughter)
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(笑声)
08:19
It's funny.
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这很有趣。
08:20
Now with notifications you shouldn't be spamming.
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有了你不应该关闭的通知。
08:23
And we're not spamming, with Duolingo,
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而且我们并不是频繁发送,我们多邻国
08:25
we actually stop sending notifications after seven days of inactivity.
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实际上会在你 7 天不活跃后 停止发送通知。
08:28
So if you don't use Duolingo for seven days,
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因此,如果你在 7 天内 不使用多邻国,
08:30
we stop sending you notifications.
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我们会停止向你发送通知。
08:32
Now, at some point it occurred to us,
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在某个时候,我们想到了这一点,
08:34
if we're stopping to send people notifications,
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如果我们要停止向人们发送通知,
08:36
we should let them know.
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我们应该让他们知道。
08:37
So we started sending this notification to people saying,
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因此,我们开始向人们发送这个通知:
08:40
"Hey, these reminders don't seem to be working.
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“嘿,这些提醒似乎不起作用。
08:42
We'll stop sending them for now."
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我们将暂停发送它们。”
08:44
You know what people do when they get this notification?
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你知道人们收到这个通知后会怎么做吗?
08:47
They come back.
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他们回来了。
08:48
(Laughter)
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(笑声)
08:50
Passive aggressive.
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消极攻击。
08:51
(Laughter)
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(笑声)
08:54
Works for my mother, works for Duolingo.
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这对我妈管用,对多邻国也管用。
08:56
(Laughter and applause)
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(笑声和掌声)
09:02
These passive aggressive notifications
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这些消极的攻击性通知
09:04
are really good at getting people to come back
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确实很容易让人们回来,
09:07
back because they feel like our green owl mascot has given up on them,
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因为他们觉得我们的绿色猫头鹰 已经放弃了他们,
09:10
so they come back.
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所以他们回来了。
09:11
And speaking of our green owl mascot, by the way,
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顺便说一句,说到我们的 绿色猫头鹰,
09:13
because all our notifications come from our green owl mascot
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因为我们所有的通知都来自 我们的绿色猫头鹰,
09:16
and well, he's passive aggressive and also pretty pushy,
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而且,它是消极攻击性的, 也很咄咄逼人,
09:19
this has given rise to a lot of memes on the internet
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这在互联网上催生了很多表情包,
09:21
that make fun of the great lengths that he will go through
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这些搞笑的表情包表明它为了让你回来
09:24
to get you back to learn a language.
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学习一门语言所付出的巨大努力。
09:26
Here's one of my favorite ones.
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这是我最喜欢的一个。
09:28
This is it's a meme, it’s one of my favorite ones.
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这是个表情包, 也是我最喜欢的表情包之一。
09:30
(Laughter)
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(笑声)
09:32
Basically looks like you forgot your Spanish lessons.
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貌似你好像忘记了上西班牙语课。
09:35
And then there's an intruder alert,
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然后是入侵者警报,
09:36
presumably the owl broke into your house to get you to learn language.
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大概是猫头鹰闯入你家, 为了让你学习语言。
09:40
Now, Duolingo has entered the zeitgeist.
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现在,多邻国已经成为 时代精神的一部分。
09:43
And there's thousands of memes, there's SNL skits about it.
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有成千上万的表情包, 还有 关于它的《周六夜现场》短剧。
09:46
And it's because we've managed to get people to want to learn a language
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这是因为我们成功地通过使用 手机游戏和社交媒体
09:50
by using the same techniques
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吸引人们参与的
09:52
that mobile games and social media use to get people engaged.
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相同技术,来让人们想要学习一门语言。
09:57
And this is a really important point,
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这是非常重要的一点,
10:00
let me say this.
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让我这么说。
10:02
I don't actually believe that there's a way to make an educational app
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实际上,我不相信有办法让教育应用程序
10:05
be as engaging as something like TikTok or Instagram or mobile games.
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像抖音、Instagram 或手机游戏 之类的应用程序一样让人沉迷。
10:11
But the good news is that --
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但好消息是 ——
10:12
And by the way, the reason I don't believe that
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补充一句,我之所以不相信
10:14
is because ultimately you have to teach people something.
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是因为最终你必须教人们一些东西。
10:17
And it's hard to compete with, like, cats and celebrities.
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这很难与猫咪和名人竞争。
10:20
But the good news is that I don't think you have to.
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但好消息是,我认为你不必这样做。
10:22
See, here's the thing.
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你看,事情就是这样的。
10:23
When you're learning something, you get meaning out of it.
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当你学习一些东西时, 你会从中得到意义。
10:26
Whereas when you're scrolling for two hours on Instagram,
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而当你在 Instagram 上 浏览两个小时后,
10:29
a lot of times afterwards, you feel like you just wasted your time.
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很多时候,你会觉得自己浪费了时间。
10:32
So I think it's actually OK if your educational product
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因此,我认为, 如果 你的教育产品的活跃度
10:36
is only 80 or 90 percent as engaging as something like TikTok,
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只有 TikTok 等产品的 80% 或 90% 其实是可以的,
10:39
because the other 10 or 20 percent
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因为另外的 10% 或 20%
10:41
will be provided by people's internal motivation,
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将由人们的内在动机提供,
10:44
though of course, not much more than that.
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当然,仅此而已。
10:46
This is really a key point.
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这确实是一个关键点。
10:47
If we want to get people to do something meaningful,
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如果我们想让人们做一些有意义的事情,
10:51
you can use the same techniques that apps like social media use
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你可以使用与社交媒体等 应用程序相同的技巧
10:54
to get people to do it.
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来吸引人们去做。
10:56
And even if you're not as engaging as those apps are,
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即使你的吸引力不如那些应用程序,
10:59
you can still get hundreds of millions of people to use your product.
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你仍然可以吸引数亿人使用你的产品。
11:02
In the case of Duolingo, for example,
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例如,就多邻国而言,
11:04
there are more people learning languages on Duolingo in the United States
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在美国,用多邻国学习语言的人数
11:08
than there are people learning languages across all US high schools combined.
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超过了美国所有高中 学习语言的人数的总和。
11:12
(Applause)
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(掌声)
11:13
And this is true in most countries in the world.
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世界上大多数国家都是如此。
11:16
My hope is that -- I know we can do this, but, you know,
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我的希望是 —— 我知道我们可以做到,
11:20
my hope is that as humanity,
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我希望,作为人类,
11:21
we can do what Duolingo has done for learning languages
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我们能像多邻国在 学习语言方面所做的那样
11:24
but for all other subjects.
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但面向其他所有学科。
11:26
Where we can get people to learn math with mobile phones,
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我们可以让人们用手机学习数学,
11:29
like millions of people to learn math with mobile phones
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比如数百万人用手机学数学、
11:32
or physics or whatever.
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物理或其他任何东西。
11:34
I hope for a future in which screen time is not a bad thing,
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我希望未来屏幕使用时间 不是一件坏事,
11:38
in which we can deliver high-quality education to everyone, rich or poor,
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我们可以使用手机为所有人,无论贫富,
11:42
using a mobile phone.
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提供高质量的教育。
11:43
But the single most important thing that I can end this talk with,
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但在这次演讲结束之时, 我要说的最重要的一件事
11:47
is a reminder to please, pretty please, I beg you,
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就是提醒大家,拜托,求求你们,
11:52
do your language lessons today.
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今天完成你们的语言课。
11:53
Thank you very much.
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非常感谢。
11:55
(Laughter)
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(笑声)
11:56
Thank you.
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谢谢。
11:57
(Applause)
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(掌声)
12:05
Helen Walters: Luis, thank you so much.
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海伦·沃尔特斯:路易斯,非常感谢。
12:07
I wonder if you can just say a little bit more about that last point,
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我想知道你能否就最后一点展开说说,
12:10
how do you think you can apply this type of thinking
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你认为如何将这种思维
12:14
to other subjects?
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应用于其他学科?
12:16
So you mentioned math, and things like that.
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你提到了数学之类的学科。
12:18
How do you do that?
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你怎么做到呢?
12:20
Luis von Ahn: I think in particular,
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路易斯·冯·安:我认为尤其是
12:22
subjects that are learned through repetition
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那些通过重复来学习的学科,
12:24
and it turns out most things that are kind of really meaningful
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事实证明,大多数真正有意义的东西
12:27
are learned through thousands of repetitions.
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都是通过数千次重复来学习的。
12:29
You learn to read through repetition,
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你通过重复学习阅读,
12:31
you learn elementary school math through repetition.
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你通过重复学习小学数学。
12:33
Most things that you can learn through repetition,
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你可以通过重复学到的大多数东西,
12:35
you can actually gamify and turn into something like Duolingo,
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你实际上可以游戏化, 然后变成像多邻国这样的东西,
人们经常做而且有趣。
12:38
where people just do it a lot and do it fun.
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解释之类的事情要困难一些。
12:40
It's a little harder for things like explanations.
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这可能需要一些非常好的视频。
12:43
That probably is going to require some really good videos.
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萨尔·汗(Sal Khan) 在这方面做得非常出色。
12:46
Sal Khan is doing a really good job with that.
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但是对于需要大量重复的事情,
12:48
But for things that require a lot of repetition,
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我认为我们可以使用相同的方法。
太棒了,谢谢分享。 谢谢。
12:50
I think we can use the same methods.
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12:52
(Applause)
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(掌声)
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