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Interpretability

1 open-access journal article on interpretability, published in 2026 in Life of Research. Every record is free to read and download, with a permanent link and a ready-made citation.

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Faithful to What? Four Instruments for Chain-of-Thought Faithfulness Disagree With Each Other, and the One Ground-Truth Check Run So Far Found Most of Them Near Chance

A chain-of-thought (CoT) trace is called "faithful" when it accurately represents the computation that produced the model's answer, as opposed to a plausible-sounding story invented after the fact (Jacovi and Goldberg, 2020). Whether published CoT traces meet this bar is disputed, and the dispute…

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