It's probabilistic intuition from a lot of statistics.

它是从大量统计数据得来或然性直觉。

So again, science tells us that atoms and particles behave in probabilistic ways.

所以，科学又告诉我们，原子和粒子行为是有概率。

One of them is completely predictive, the other one probabilistic, yet highly realistic.

其一个是完全可预测，而另一个是概率性，但同样高度逼真。

Because off-the-shelf models are trained on internet data to predict the next word in an answer on a probabilistic basis, they can be tripped up by surprising things.

因为非专门用途模型是根据互联网数据进行训练，在概率基础上预测答下一个单词，因此它们可能会因为一些让人意想不到事而翻车。

Statistical speech models and a probabilistic technique called Gaussian mixture modelling are then used to identify each phoneme, before reconstructing the original word.

然后由语音统计模型和一种称为高模型概率工具来识别每个语素，再将其组为原来单词。

The text is converted into numerical vectors that can be analyzed and processed by the neural network using a probabilistic approach.

文本被转换成数字向量，神经网络可以使用概率方法对其进行分析和处理。

They think the genes work in deterministic ways when in fact they work in probabilistic ways.

他们认为基因以确定性方式起作用，但实际上它们是以概率方式起作用。

They work in probabilistic ways they predispose, but they do not provide the final word.

它们以概率方式工作，但它们不能提供最终结论。

Before you just quickly say yes, consider this well-known argument: Atoms and particles, from a scientific standpoint, behave in probabilistic ways.

在你只是迅速说是之前，请考虑一下这个著名论点：从科学角度来看，原子和粒子是以概率方式进行。

But our brains, which contain, so to speak, our consciousness, are made up of atoms and particles, logically leading to the conclusion that our minds behave in probabilistic ways.

但是我们大脑，可以说包含了我们意识，是由原子和粒子组成，从逻辑上可以得出结论：我们思维是以概率方式行为。

They behave based on quantum mechanical, 3-dimensional wave functions, probabilistic distributions of electrons in space.

它们行为基于量子力学、3 维波函数、空间电子概率分布。

The fundamental problem is that language models are probabilistic, while truth is not.

根本问题是语言模型是概率性，而真理不是。

This is straightforward for purely probabilistic slots.

这对于纯粹基于概率老虎机来说是直截了当。

And what does it imply to think that  even you are on some level probabilistic?

认为即使你在某种程度上也是概率性，这意味着什么？

Probabilistic programming is a way of doing this kind of math on programming languages.

概率编程是一种在编程语言进行此类数学计算方法。

And so I think, you know, going to this probabilistic component is very important.

因此，我认为引入这种概率性成分是非常重要。

It's like, well, if the neurons are probabilistic rather than, you know, deterministic in their computations, then, you know, that maybe this somehow is part of the, you know, serendipity or adventitiousness of the moment of insight, right?

这就像，嗯，如果神经元在计算时是概率性而不是确定性，那么，也许这就是某种即兴或偶然灵感时刻一部分，对吧？

And that validation might be a human in the loop, it might be some sort of formal checker, It might be a second LLM or some other thing, but what does that look like in a probabilistic world?

而这种验证可能是人类在回路进行，可能是一种形式检查器，可能是另一个大语言模型或其他东西，但在概率世界这会是什么样子呢？

Embarking on an investment banking career begins by acquiring a strong foundation in finance, which encompasses extensive mathematical knowledge, risk evaluation, and probabilistic analysis.

投身投资银行职业生涯首先要建立扎实金融基础，这包括广泛数学知识、风险评估和概率分析。

Heavy investment in artificial intelligence (ai) is helping Meta develop " probabilistic" ad models to replace the signal that was lost with Apple's changes.

对人工智能 (ai) 大量投资正在帮助 Meta 开发“概率”广告模型，以取代因 Apple 变化而丢失信号。