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OpenAI Codex… Tech Unemployment Forthcoming?
| Odious bright feces factory reset button | 11/27/21 |
| seedy pistol | 11/27/21 |
| Odious bright feces factory reset button | 11/27/21 |
| Bronze beady-eyed therapy legal warrant | 11/27/21 |
| sick station | 11/27/21 |
| Bronze beady-eyed therapy legal warrant | 11/27/21 |
| sick station | 11/27/21 |
| Magical friendly grandma | 11/27/21 |
| vermilion vigorous orchestra pit | 11/27/21 |
| big burgundy mad-dog skullcap idea he suggested | 11/27/21 |
| Vivacious School Cafeteria | 11/27/21 |
| Carnelian vibrant location prole | 07/08/26 |
| charcoal incel | 11/27/21 |
| thriller blathering keepsake machete | 07/08/26 |
| razzle kitty | 07/08/26 |
Poast new message in this thread
Date: November 27th, 2021 4:34 PM Author: Odious bright feces factory reset button (http://www.autoadmit.com/thread.php?thread_id=4973764&forum_id=2/en-en/#43518127) |
Date: November 27th, 2021 4:34 PM Author: seedy pistol not even close (http://www.autoadmit.com/thread.php?thread_id=4973764&forum_id=2/en-en/#43518131) |
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Date: November 27th, 2021 4:40 PM Author: Odious bright feces factory reset button Why not? (http://www.autoadmit.com/thread.php?thread_id=4973764&forum_id=2/en-en/#43518151) |
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Date: November 27th, 2021 4:44 PM Author: Bronze beady-eyed therapy legal warrant 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. |
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Date: November 27th, 2021 5:03 PM Author: sick station I fail to see how the implication you draw follows. (http://www.autoadmit.com/thread.php?thread_id=4973764&forum_id=2/en-en/#43518251) |
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Date: November 27th, 2021 5:16 PM Author: Bronze beady-eyed therapy legal warrant 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. |
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Date: November 27th, 2021 5:28 PM Author: sick station 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 |
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Date: November 27th, 2021 9:40 PM Author: Magical friendly grandma (http://www.autoadmit.com/thread.php?thread_id=4973764&forum_id=2/en-en/#43519775) |
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Date: November 27th, 2021 8:27 PM Author: vermilion vigorous orchestra pit (http://www.autoadmit.com/thread.php?thread_id=4973764&forum_id=2/en-en/#43519385) |
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Date: November 27th, 2021 4:35 PM Author: big burgundy mad-dog skullcap idea he suggested highest number of H1B visas in decades. odd case (http://www.autoadmit.com/thread.php?thread_id=4973764&forum_id=2/en-en/#43518134) |
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Date: November 27th, 2021 5:08 PM Author: Vivacious School Cafeteria 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/en-en/#43518276) |
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Date: July 8th, 2026 3:34 PM Author: Carnelian vibrant location prole (http://www.autoadmit.com/thread.php?thread_id=4973764&forum_id=2/en-en/#49986578) |
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Date: November 27th, 2021 9:37 PM Author: charcoal incel 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/en-en/#43519765) |
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Date: July 8th, 2026 3:28 PM Author: thriller blathering keepsake machete (http://www.autoadmit.com/thread.php?thread_id=4973764&forum_id=2/en-en/#49986559) |
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Date: July 8th, 2026 3:30 PM Author: razzle kitty lol (http://www.autoadmit.com/thread.php?thread_id=4973764&forum_id=2/en-en/#49986564) |