this post was submitted on 04 Apr 2025
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Maybe you're right. Maybe it's Markov chains all the way down.
The only way I can think to test this would be to "poison" the training data with faulty arithmetic to see if it is just recalling precedent or actually implementing an algorithm.
Well, that's supposed to be the point of the paper in the first place. They seem to be tracing paths through the neural net and seeing what lights up when they do things step by step. Someone posted a link to the source article somewhere in this thread.
Best they can tell, as per the article, they say the math answer and the answer to how it got to the answer are being generated independently.