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We explored a means that interpretability might help inform aside “trustworthy” from “untrue” reasoning. Often this prolonged thinking provides better answers, but typically this “chain of thought” ends up being deceptive; Claude sometimes makes up plausible-sounding steps to get the place it needs to go. Recently-released models like Claude 3.7 Sonnet can “suppose out loud” for prolonged intervals before giving a ultimate answer. This could mirror the truth that the model learns to clarify math by simulating explanations written by folks, but that it has to learn to do math “in its head” instantly, with none such hints, and develops its own inner strategies to do so. Strikingly, Claude seems to be unaware of the subtle “psychological math” strategies that it discovered during coaching. The complicated, parallel pathways in Claude’s thought course of while doing mental math.

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Our methodology allows us to artificially change the intermediate steps and see the way it affects Claude’s solutions. In different words, the mannequin is combining independent information to succeed in its answer quite than regurgitating a memorized response. Maybe, for example, it noticed the precise same query and its answer throughout its coaching. For occasion, if asked “What is the capital of the state the place Dallas is located?”, a “regurgitating” model could just be taught to output “Austin” with out figuring out the connection between Dallas, Texas, and Austin. Even extra curiously, when given a touch in regards to the answer, Claude generally works backwards, discovering intermediate steps that would lead to that focus on, thus displaying a type of motivated reasoning. However when requested to compute the cosine of a giant number it can’t simply calculate, Claude sometimes engages in what the thinker Harry Frankfurt would name bullshitting—just coming up with a solution, any answer, with out caring whether or not it is true or false.

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