The thing that annoys me most is that there have been studies done on LLMs where, when trained on subsets of output, it produces increasingly noisier output.

Sources (unordered):

• What is model collapse?
• AI models collapse when trained on recursively generated data
• Large Language Models Suffer From Their Own Output: An Analysis of the Self-Consuming Training Loop
• Collapse of Self-trained Language Models

Whatever nonsense Muskrat is spewing, it is factually incorrect. He won't be able to successfully retrain any model on generated content. At least, not an LLM if he wants a successful product. If anything, he will be producing a model that is heavily trained on censored datasets.

asdf

Wasn't he the children's author who published the book about a talking animals learning the value of hard work or something?

We will use Grok 3.5 (maybe we should call it 4), which has advanced reasoning, to rewrite the entire corpus of human knowledge, adding missing information and deleting errors.

Then retrain on that.

Far too much garbage in any foundation model trained on uncorrected data.

Source.

::: spoiler More Context

Source.

Source.
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We will use Grok 3.5 (maybe we should call it 4), which has advanced reasoning, to rewrite the entire corpus of human knowledge, adding missing information and deleting errors.

Then retrain on that.

Far too much garbage in any foundation model trained on uncorrected data.

Source.

::: spoiler More Context

Source.

Source.
:::

Lol turns out elon has no fucking idea about how llms work

We will use Grok 3.5 (maybe we should call it 4), which has advanced reasoning, to rewrite the entire corpus of human knowledge, adding missing information and deleting errors.

Then retrain on that.

Far too much garbage in any foundation model trained on uncorrected data.

Source.

::: spoiler More Context

Source.

Source.
:::

“Deleting Errors” should sound alarm bells in your head.

So they’re just going to fill it with Hitler’s world view, got it.

Typical and expected.

You had started to make a point, now you are just being a dick.

You have to have data to apply your logic too.

If it is raining, the sidewalk is wet. Does that mean if the sidewalk is wet, that it is raining?

There are domains of human knowledge that we will never have data on. There’s no logical way for me to 100% determine what was in Abraham Lincoln’s pockets on the day he was shot.

When you read real academic texts, you’ll notice that there is always the “this suggests that,” “we can speculate that,” etc etc. The real world is not straight math and binary logic. The closest fields to that might be physics and chemistry to a lesser extent, but even then - theoretical physics must be backed by experimentation and data.

Books are not immune to being written by LLMs spewing nonsense, lies, and hallucinations, which will only make more traditional issue of author/publisher biases worse. The asymmetry between how long it takes to create misinformation and how long it takes to verify it has never been this bad.

Media literacy will be very important going forward for new informational material and there will be increasing demand for pre-LLM materials.

There are thousands of backups of wikipedia, and you can download the entire thing legally, for free.

He'll never be rid of it.

Wikipedia may even outlive humanity, ever so slightly.

We will use Grok 3.5 (maybe we should call it 4), which has advanced reasoning, to rewrite the entire corpus of human knowledge, adding missing information and deleting errors.

Then retrain on that.

Far too much garbage in any foundation model trained on uncorrected data.

Source.

::: spoiler More Context

Source.

Source.
:::

Thanks I've never heard of data. And I've never read an academic text either. Condescending pos

So, while I'm ironing out your logic for you, "what else would you rely on, if not logic, to prove or disprove and ascertain knowledge about gaps?"

We will use Grok 3.5 (maybe we should call it 4), which has advanced reasoning, to rewrite the entire corpus of human knowledge, adding missing information and deleting errors.

Then retrain on that.

Far too much garbage in any foundation model trained on uncorrected data.

Source.

::: spoiler More Context

Source.

Source.
:::

Wasn't he the children's author who published the book about a talking animals learning the value of hard work or something?

Seconds after the last human being dies, the Wikipedia page is updated to read:

Humans (Homo sapiens) or modern humans were the most common and widespread species of primate

We will use Grok 3.5 (maybe we should call it 4), which has advanced reasoning, to rewrite the entire corpus of human knowledge, adding missing information and deleting errors.

Then retrain on that.

Far too much garbage in any foundation model trained on uncorrected data.

Source.

::: spoiler More Context

Source.

Source.
:::