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“LLM Generality is a Timeline Crux” by eggsyntax
Manage episode 425595488 series 3364758
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Summary Summary .
LLMs may be fundamentally incapable of fully general reasoning, and if so, short timelines are less plausible.
Longer summary
There is ML research suggesting that LLMs fail badly on attempts at general reasoning, such as planning problems, scheduling, and attempts to solve novel visual puzzles. This post provides a brief introduction to that research, and asks:
Introduction Introduction .
Leopold Aschenbrenner's [...]
The original text contained 9 footnotes which were omitted from this narration.
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First published:
June 24th, 2024
Source:
https://www.lesswrong.com/posts/k38sJNLk7YbJA72ST/llm-generality-is-a-timeline-crux
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Narrated by TYPE III AUDIO.
…
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LLMs may be fundamentally incapable of fully general reasoning, and if so, short timelines are less plausible.
Longer summary
There is ML research suggesting that LLMs fail badly on attempts at general reasoning, such as planning problems, scheduling, and attempts to solve novel visual puzzles. This post provides a brief introduction to that research, and asks:
- Whether this limitation is illusory or actually exists.
- If it exists, whether it will be solved by scaling or is a problem fundamental to LLMs.
- If fundamental, whether it can be overcome by scaffolding & tooling.
Introduction Introduction .
Leopold Aschenbrenner's [...]
The original text contained 9 footnotes which were omitted from this narration.
---
First published:
June 24th, 2024
Source:
https://www.lesswrong.com/posts/k38sJNLk7YbJA72ST/llm-generality-is-a-timeline-crux
---
Narrated by TYPE III AUDIO.
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