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LLMs Excel at Complex Tasks But Fail on Simple Arithmetic

An example is that LLMs can play pretty decent chess (a very complex problem) after being trained on millions of high-Elo games. Complexity is not an obstacle. Another example is that LLMs cannot reliably add two digits (a very simple problem) outside of the range they're

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