\
  The most prestigious law school admissions discussion board in the world.
BackRefresh Options Favorite

OpenAI Codex… Tech Unemployment Forthcoming?

...
insanely creepy spot organic girlfriend
  11/27/21
not even close
house-broken disgusting haunted graveyard genital piercing
  11/27/21
Why not?
insanely creepy spot organic girlfriend
  11/27/21
https://arxiv.org/abs/2111.08267 https://arxiv.org/abs/2111...
crystalline impressive therapy
  11/27/21
I fail to see how the implication you draw follows.
Black Razzmatazz Telephone Striped Hyena
  11/27/21
it's just repurposed GPT-3, fine-tuned for code generation o...
crystalline impressive therapy
  11/27/21
Your conclusion seems to be about "meta-learning" ...
Black Razzmatazz Telephone Striped Hyena
  11/27/21
...
Slap-happy senate headpube
  11/27/21
...
Chartreuse multi-colored dopamine
  11/27/21
highest number of H1B visas in decades. odd case
Insecure stirring mad cow disease
  11/27/21
The ideal situation for tech companies is high supply and lo...
Soul-stirring Nursing Home
  11/27/21
...
Avatar of Rape
  07/08/26
i've heard this shit often gives retarded suggestions even f...
Magenta Kitchen Mad-dog Skullcap
  11/27/21
...
gaetan dugas
  07/08/26
lol
OYT and the Indie Reprieve
  07/08/26


Poast new message in this thread



Reply Favorite

Date: November 27th, 2021 4:34 PM
Author: insanely creepy spot organic girlfriend



(http://www.autoadmit.com/thread.php?thread_id=4973764&forum_id=2],#43518127)



Reply Favorite

Date: November 27th, 2021 4:34 PM
Author: house-broken disgusting haunted graveyard genital piercing

not even close

(http://www.autoadmit.com/thread.php?thread_id=4973764&forum_id=2],#43518131)



Reply Favorite

Date: November 27th, 2021 4:40 PM
Author: insanely creepy spot organic girlfriend

Why not?

(http://www.autoadmit.com/thread.php?thread_id=4973764&forum_id=2],#43518151)



Reply Favorite

Date: November 27th, 2021 4:44 PM
Author: crystalline impressive therapy

https://arxiv.org/abs/2111.08267

https://arxiv.org/abs/2111.08171

So basically with a little prompt engineering Codex can solve college level probability and linear algebra problems. Codex won't directly or immediately cause tech unemployment. that's not the point anyway. the implication of it is that the neural network scaling hypothesis is true and that NNs, when of sufficiently large size and trained on a wide range of experiences, start meta-learning. no need to study the brain in detail to figure out what the neocortex is doing and how to replicate it in silicon - just train NNs on large datasets and the neural networks will meta-learn powerful algorithms that generalize.

timelines to AGI are increasingly short.

(http://www.autoadmit.com/thread.php?thread_id=4973764&forum_id=2],#43518169)



Reply Favorite

Date: November 27th, 2021 5:03 PM
Author: Black Razzmatazz Telephone Striped Hyena

I fail to see how the implication you draw follows.

(http://www.autoadmit.com/thread.php?thread_id=4973764&forum_id=2],#43518251)



Reply Favorite

Date: November 27th, 2021 5:16 PM
Author: crystalline impressive therapy

it's just repurposed GPT-3, fine-tuned for code generation on another dataset. the code generation capabilities are one part of the picture here. the same model has very impressive language comprehension and generation capabilities considering its architectural simplicity. the coding capabilities are more evidence that the model can be pushed to do many things with appropriate prompt engineering.

not to mention transformers are also work for image generation, reinforcement learning, image recognition, etc. if we were having to create highly specific models to solve certain tasks, that would be evidence in favor of the view that AGI will require substantial engineering effort. we are seeing the exact opposite. even a simple highly regularized MLP can accomplish what a transformer can when trained on enough data.

(http://www.autoadmit.com/thread.php?thread_id=4973764&forum_id=2],#43518325)



Reply Favorite

Date: November 27th, 2021 5:28 PM
Author: Black Razzmatazz Telephone Striped Hyena

Your conclusion seems to be about "meta-learning" from "large datasets", presumably leading to some sort of "foom" scenario, but the examples you've given are of narrowly-circumscribed problems for which there are large datasets available. So, I am having a hard time following how your conclusion follows from your premises. Wouldn't the more modest conclusion be that, in areas with sufficient data and amenable to production of large amounts of data and which are otherwise tractable, AI will prove useful? I don't see any hint of universal generalization.

What is the missing piece that's been filled in that answers questions like those raised by Pearl http://ftp.cs.ucla.edu/pub/stat_ser/r475.pdf

Jordan https://hdsr.mitpress.mit.edu/pub/wot7mkc1/release/9

or Hanson https://spectrum.ieee.org/economics-of-the-singularity

(http://www.autoadmit.com/thread.php?thread_id=4973764&forum_id=2],#43518398)



Reply Favorite

Date: November 27th, 2021 9:40 PM
Author: Slap-happy senate headpube



(http://www.autoadmit.com/thread.php?thread_id=4973764&forum_id=2],#43519775)



Reply Favorite

Date: November 27th, 2021 8:27 PM
Author: Chartreuse multi-colored dopamine



(http://www.autoadmit.com/thread.php?thread_id=4973764&forum_id=2],#43519385)



Reply Favorite

Date: November 27th, 2021 4:35 PM
Author: Insecure stirring mad cow disease

highest number of H1B visas in decades. odd case

(http://www.autoadmit.com/thread.php?thread_id=4973764&forum_id=2],#43518134)



Reply Favorite

Date: November 27th, 2021 5:08 PM
Author: Soul-stirring Nursing Home

The ideal situation for tech companies is high supply and low demand. High number of H1Bs doesn't mean demand won't plummet

(http://www.autoadmit.com/thread.php?thread_id=4973764&forum_id=2],#43518276)



Reply Favorite

Date: July 8th, 2026 3:34 PM
Author: Avatar of Rape



(http://www.autoadmit.com/thread.php?thread_id=4973764&forum_id=2],#49986578)



Reply Favorite

Date: November 27th, 2021 9:37 PM
Author: Magenta Kitchen Mad-dog Skullcap

i've heard this shit often gives retarded suggestions even for javascript which you would think is a language with a lot of examples to learn from

(http://www.autoadmit.com/thread.php?thread_id=4973764&forum_id=2],#43519765)



Reply Favorite

Date: July 8th, 2026 3:28 PM
Author: gaetan dugas



(http://www.autoadmit.com/thread.php?thread_id=4973764&forum_id=2],#49986559)



Reply Favorite

Date: July 8th, 2026 3:30 PM
Author: OYT and the Indie Reprieve ( )

lol

(http://www.autoadmit.com/thread.php?thread_id=4973764&forum_id=2],#49986564)