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The exponential increase is presumably because of the branching factor of the tree of thoughts. Think of a binary tree who's number of leaf nodes doubles (= exponential growth) at each level.

It's not too surprising that the corresponding increase in quality is only linear - how much difference in quality would you expect between the best, say, 10 word answer to a question, and the best 11 word answer ?

It'll be interesting to see what they charge for this. An exponential increase in thinking time means an exponential increase in FLOPs/dollars.



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