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"Two-year update on my personal AI timelines" by Ajeya Cotra

LessWrong (Curated & Popular)

CHAPTER

Is Short Horizon Training Necessary?

In my report, I acknowledged that models trained with short effective horizon lengths could probably do a lot of economically useful work. The main candidate for a task that might require long training horizons to learn was efficient learning in quotes itself. By and large, I haven't really seen much evidence in the last two years of this kind of meta learning where each object level task being learned would take a human a long time to learn. This update reduces my estimate of both model size and effective horizon length.

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