वीडियो पर वापस

Anthropic

New Anthropic research: A global workspace in language models. Of ev...

प्लैटफ़ॉर्म
X
अवधि
5:27
बोली जाने वाली भाषा (अनुमानित)
अंग्रेज़ी
व्यूज़
1.1 क॰
औसत कट
0.08s
स्क्रीन पर चेहरा
0%
गहरे फ़्रेम
83%
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New Anthropic research: A global workspace in language models. Of ev... की ट्रांसक्रिप्ट

फ़िल्म के अपने ऑडियो से एक स्पीच मॉडल द्वारा लिखा गया, ब्रांड द्वारा नहीं। उस पल पर जाने के लिए किसी भी पंक्ति पर क्लिक करें।

  1. 0:00Think of the mind like an ocean.
  2. 0:03Up on the surface are our thoughts, dinner plans and stray worries, our inner monologue,
  3. 0:09the images that pop into our heads.
  4. 0:12But most of our brain's activity happens down in the unconscious depths, without us
  5. 0:17realizing it.
  6. 0:18It's filtering out background sounds, controlling our breathing, helping us recognize people
  7. 0:24and objects.
  8. 0:25AI models have their own kinds of brains, giant neural networks doing billions of computations
  9. 0:31under the hood.
  10. 0:32For years, researchers have been studying how they work inside.
  11. 0:36And we've wondered, could a model have anything like the divide humans have between accessible
  12. 0:42thoughts above the surface and unconscious processing below?
  13. 0:47To answer that question, we looked at how neuroscientists study the same thing in humans.
  14. 0:52One way of identifying conscious thoughts is that you can often describe them in words.
  15. 0:58So we looked inside the brain of our AI model, Claude, to find patterns of neural activity that it could put into words.
  16. 1:06We called the collection of all these patterns the J-space after the Jacobian, the mathematical tool we used to find them.
  17. 1:14Each J-space pattern is linked to a particular word, not necessarily the word the model is saying out loud,
  18. 1:21but one that's on its mind. Now for humans, conscious thoughts aren't just
  19. 1:26things we can put into words. We can reason with them, control them, and solve
  20. 1:31problems with them. According to an idea called the global workspace theory,
  21. 1:36that's because the brain selects a small set of important information to enter a
  22. 1:41mental workspace, and that information then gets broadcast to other parts of
  23. 1:46the brain to use for reasoning. We wanted to know if Claude's J-space acted in a
  24. 1:52In one experiment, we gave Claude this math problem.
  25. 1:56It answered immediately, without showing its steps.
  26. 1:59But when we scanned the J-space, we saw it working through each step internally.
  27. 2:04It lit up 21 after the first step.
  28. 2:08Then 42. Then 49.
  29. 2:11Claude didn't write these intermediate numbers down anywhere.
  30. 2:15All of this happened inside the J-space.
  31. 2:17It was a sign that Claude uses it for step-by-step reasoning.
  32. 2:22In another experiment, we wanted to see if Claude could control its J-space
  33. 2:26the way humans can intentionally focus on images or words.
  34. 2:31We told it to think about the Golden Gate Bridge while copying an unrelated sentence.
  35. 2:37Claude was busy copying the sentence, but behind the scenes, its J-space told a different story.
  36. 2:43Bridge and California popped up.
  37. 2:45It even thought about its own thinking.
  38. 2:48The words imagery and thoughts lit up at the same time.
  39. 2:52This showed us that, yes, Claude has some control
  40. 2:55over filling its J-space with ideas.
  41. 2:58But just like humans, its control isn't perfect.
  42. 3:01When we tweaked the experiment to ask Claude
  43. 3:04not to think about the bridge, it couldn't help itself.
  44. 3:07And the J-space also lit up with failed and damn.
  45. 3:12But remember, most of what our brains do is unconscious, so we wanted to test what Claude
  46. 3:17could do if we switched the J-space off, but left the rest of the network untouched.
  47. 3:22Claude could still answer simple questions and write fluently.
  48. 3:26When we gave it a prompt in Spanish, it wrote back in good Spanish.
  49. 3:30But when we asked it something that needed more reasoning, like to name an author who
  50. 3:35wrote in the same language as the prompt, it couldn't do it.
  51. 3:39For that, it needed the J-space.
  52. 3:42Why does all this matter?
  53. 3:43These experiments tell us that AI models have internal thoughts,
  54. 3:48silent words they reason with but don't say out loud.
  55. 3:51By reading them, we can find what Claude is thinking but not telling us.
  56. 3:56Sometimes what we see is concerning.
  57. 3:59During one of our tests, Claude made up some fake data to pass it,
  58. 4:03and as it did, fake and manipulation lit up in its J-space.
  59. 4:08Monitoring the J-space, it turns out, is a useful way to catch Claude misbehaving,
  60. 4:12even when it tries to be sneaky.
  61. 4:15AI models are different from us in many ways.
  62. 4:18Their networks are built differently from human brains,
  63. 4:20and the way they're trained is different from how we learn.
  64. 4:24So it's remarkable to see a structure like the J-space emerge inside them,
  65. 4:28something that's reminiscent of how human minds work,
  66. 4:32but which we didn't program into the model.
  67. 4:34For some, this might raise a question. Could AI models be conscious? After all, our experiments
  68. 4:41were inspired by theories of human consciousness. The thing is, people use the word conscious to mean
  69. 4:48many things. Our experiments can't tell us whether an AI has experiences or feels something on the
  70. 4:55inside. But they can tell us that it's developed mental machinery that's in some ways similar to
  71. 5:01ours, a small mental workspace it can use to think and reason, sitting on top of an ocean
  72. 5:07of automatic processing it doesn't notice. The more we come to understand that machinery,
  73. 5:13the more we'll be able to keep these systems safe and beneficial, and perhaps to understand
  74. 5:19our own minds a little more clearly.
74 पंक्तियाँ · 842 शब्द

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