> A large language model is trained to predict the next word of a piece of text. … simply asking a model to “think step by step” makes its answers better.
I thought both these statements were no longer held to be broadly true? At least in big lab or frontier models.
Next token prediction is still how pre-training works, but that's a relatively small part of the whole training run nowadays. Most of the time is spent in post-training reinforcement learning scenarios, where models are scored based on an evaluation of their ability to complete a task, not whether any specific token correctly predicts a known next token.
Generally, anyone talking about next token prediction being some limiting factor of LLM capability is a good reason to ignore them, as they haven't updated their understanding of LLMs since 2023 or so.
The method could not be performed on the resource because the server is unable to store the representation needed to successfully complete the request. There is insufficient free space left in your storage allocation.
Additionally, a 507 Insufficient Storage error was encountered while trying to use an ErrorDocument to handle the request."
It's really a nitpick but putting a big, obvious AI generated slop photo at the top of your post is a signal for bad quality content. I would recommend to avoid doing it.
I thought both these statements were no longer held to be broadly true? At least in big lab or frontier models.
Generally, anyone talking about next token prediction being some limiting factor of LLM capability is a good reason to ignore them, as they haven't updated their understanding of LLMs since 2023 or so.
I can also find no working model. I expect this may be disregarded for now.
If it's really such a small model why not provide a web interface where we can test it for ourselves?
This feels like high risk of being crackpottery.
2. Obtain an OpenAI API Key
"Insufficient Storage
The method could not be performed on the resource because the server is unable to store the representation needed to successfully complete the request. There is insufficient free space left in your storage allocation.
Additionally, a 507 Insufficient Storage error was encountered while trying to use an ErrorDocument to handle the request."
(I mean, is he grading the dive?)