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The large story

Massive language fashions can do jaw-dropping issues. However no person is aware of precisely why.
Two years in the past, Yuri Burda and Harri Edwards, researchers at OpenAI, had been looking for out what it will take to get a big language mannequin to do fundamental arithmetic. At first, issues didn’t go too effectively. The fashions memorized the sums they noticed however failed to unravel new ones.
Accidentally, Burda and Edwards left a few of their experiments working for days fairly than hours. The fashions had been proven the instance sums time and again, and ultimately they realized so as to add two numbers—it had simply taken much more time than anyone thought it ought to.
In sure circumstances, fashions may seemingly fail to study a job after which rapidly simply get it, as if a lightbulb had switched on, a conduct the researchers referred to as grokking. Grokking is only one of a number of odd phenomena which have AI researchers scratching their heads. The biggest fashions, and enormous language fashions specifically, appear to behave in methods textbook math says they shouldn’t.
This highlights a outstanding reality about deep studying, the elemental know-how behind right this moment’s AI growth: for all its runaway success, no person is aware of precisely how—or why—it really works. Learn the total story.
—Will Douglas Heaven
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