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by Nevermark 982 days ago
Yes, agreed, you are right too.

There is a distinction between reasoning skills learned inductively (generalizing from examples), and reasoning learned deductively (via compact symbols or other structures).

The former is better at recognition of complex patterns, but can incorporate some basic deduction steps.

But explicit deduction, once it has been learned, is a far more efficient method of reasoning, and opens up our minds to vast quantities of indirect information we would never have the time or resources to experience directly.

Given how well models can do at the former, it’s going to be extremely interesting to see how quickly they exceed us at the latter - as algorithms for longer chains of processing, internal “whiteboarding” as a working memory tool for consistent reasoning over many steps and many facts, and long term retention of prompt dialogs, get developed!