"It’s quite natural to program in Haskell by building a declarative model of your domain data, writing pure functions over that data, and interacting with the real world at the program’s boundaries. That’s my favorite way to work, Haskell or not."
Haskell can be intimidating, though, so I would recommend F# for most beginners. It supports OOP and doesn't require every single function to be pure, so the learning curve is less intense, but you end up absorbing the same lesson as above.
They actually open sourced it, for GPT-2 which is an open model.
"We currently don't understand how to make sense of the neural activity within language models."
"Unlike with most human creations, we don’t really understand the inner workings of neural networks."
"The [..] networks are not well understood and cannot be easily decomposed into identifiable parts"
"[..] the neural activations inside a language model activate with unpredictable patterns, seemingly representing many concepts simultaneously"
"Learning a large number of sparse features is challenging, and past work has not been shown to scale well."
etc., etc., etc.
People say we don't (currently) know why they output what they output, because .. as the article clearly states, we don't.
By reaffirming that “we don’t know how this works, nobody does” it’s easier to avoid being charged with copyright infringement from various actors/data sources that have sued them.
Wonder if this was a bit rushed out in response to Anthropic's release (as well as the departure of Jan Leike from OpenAI)... the paper link doesn't even go to Arxiv, and the analysis is not nearly as deep. Though who knows, might be unrelated.
While manjaro makes the machine relatively useful for the current day - for really simple tasks that is, the 13.5 misses much especially with low amount of ram. But worse thing is that this device comes with Intel HD Graphics 3000 and some stuff just simply won't load like Maps because this GPU isn't supported by Metal API.
In the past I tried Lubuntu on eMac G4 with 800mhz PPC - it was a rather painful experience. So I replaced it with 10.4 and with help of Macintosh Garden slapped additionally os 9.2.2 for for some dualboot retro fun
The only initial issue I had was that I had to configurate the broadcom WiFi driver manually. Super easy after some googling for the more technically interested person… But nothing I would expect the general person to solve without frustration.
8gb RAM, 125gb SSD. 1xBattery replacement.
It does not run IDE’s like ST32 (based on Eclipse) and OneNote via Firefox smoothly simultaneously. But everything else so far has worked flawlessly. I use it every day and have done so since the beginning of this fall.
Edit: Call me a script kid all you want, for this particular laptop it’s just more convenient for me to run Manjaro rather than Arch right of the bat. But I guess I could eventually set up a shared partition for storage and an individual partition for each OS.