It's probabilistic intuition from a lot of statistics.

它是从大量统计数据中得来或然直觉。

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。

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

它们以概率式工作，但它们不能提供最终结论。

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式起作用，但实际上它们是以概率式起作用。

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法行分析和处理。

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，而真理不是。

This is straightforward for purely probabilistic slots.

这于纯粹基于概率老虎机来说是直截了当。

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，这意味着什么？

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

因此， 现实中这种模糊， 这种概率特征，正是量子力学所描述内容。

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成分是非常重要。

But also evidence is inherently probabilistic.

但证据本身也是概率。

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式行。

And how do the probabilistic models work?

概率模型是如何运作？

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

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幻觉。

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

你电脑系统不应该是概率，它不应该和你争论并试图诊断你心理问题。

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

好，现在我有一个概率人工智能系统，我正将面向公众开放。

Into the more continuous probabilistic graded constraint satisfaction realm.

入更连续概率分级约束满足领域。