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Faithfulness

2 open-access journal articles on faithfulness, 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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Journal article

Circuits Are Estimates, Not Mechanisms: A Recovered Subgraph Is One Draw From a Class Set by the Ablation, the Dataset and the Grain, the Results That Defend Circuits Hold at the Level of That Class, and What Ablation Evidence Licenses at Each Level

A circuit in a language model is usually presented as the mechanism by which the model performs a task: a sparse subgraph, found by ablation or patching, that reproduces the behaviour when everything else is knocked out. A second body of work, mostly from 2024 to 2026, reports that the subgraph…

Cite Related research LOR-00098 · 9 views · 13 downloads
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Journal article

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…

Cite Related research LOR-00050 · 27 views · 43 downloads
PDF573.3 KB

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