It's probabilistic intuition from a lot of statistics.

是从大量统计数据中得来的或然性直觉。

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

所以，科学又告诉我们，原子和粒子的行为是有概率的。

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

们以概率的方式工作，但们不能提供最终的结论。

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的方式起作用，但实上们是以概率的方式起作用的。

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

们的行为基于量子力学、3 维波函数、空间电子的概率分布。

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的，而真理不是。

This is straightforward for purely probabilistic slots.

这对于纯粹基于概率的老虎机来说是直截了当的。

Of course, some photons do not make it through  all 3 of these probabilistic gauntlets.

当然，有些光子无法通过所有这 3 个概率挑战。

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的，这意味着什么？

And so this fuzziness, this probabilistic aspect, of reality is what quantum mechanics describes.

因此， 现实中的这种模糊性， 这种概率性特征，正是量子力学所描述的内容。

Some people are making the argument perhaps a probabilistic model might be better.

有些人提出，或许概率模型会更胜一筹。

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的。

But also evidence is inherently probabilistic.

但证据本身也是概率性的。

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

在你只是迅速说是的之前，请考虑一下这个著名的论点：从科学的角度来看，原子和粒子是以概率的方式进行的。

And how do the probabilistic models work?

概率模型是如何运作的？

Others believe that LLMs, as generative and probabilistic models, will never be completely rid of unwanted hallucinations.

其他人认为， LLM 作为生成和概率模型，永远无法完全摆脱不必要的幻觉。

Your computer system shouldn't be probabilistic, it shouldn't argue with you and try and diagnose your psychological issues.

你的电脑系统不应该是概率性的，不应该和你争论并试图诊断你的心理问题。

Okay, now I have a really, I have this probabilistic AI system that I'm exposing to the public.

好的，现在我有一个概率性的人工智能系统，我正将其面向公众开放。

Into the more continuous probabilistic graded constraint satisfaction realm.

进入更连续的概率分级约束满足领域。