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LLMs can now be surgically updated to not just remember facts, but also consistently *use* them in reasoning, thanks to a new method that maps and adapts the underlying causal circuits.
LLMs can be coaxed into shorter, more accurate reasoning chains by rewarding tokens that maximize mutual information with the final answer.
