Life of Research
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Model self-knowledge

2 open-access journal articles on model self-knowledge, 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

An Unknown Unknown Is Defined Relative to an Oracle: Four Places External Judgement Enters Blind-Spot Discovery, and Why the Self-Detection Results Do Not Remove It

An unknown unknown is standardly defined as an input on which a model makes a high-confidence mistake. The definition is not incidental to the research problem; it fixes its shape. A quantity defined by the conjunction of high confidence and error cannot be recovered from confidence alone, and the…

Cite Related research LOR-00059 · 7 views · 9 downloads
PDF491.8 KB

Journal article

An Unknown Unknown Is Defined Relative to an Oracle: Four Places External Judgement Enters Blind-Spot Discovery, and Why the Self-Detection Results Do Not Remove It

An unknown unknown is standardly defined as an input on which a model makes a high-confidence mistake. The definition is not incidental to the research problem; it fixes its shape. A quantity defined by the conjunction of high confidence and error cannot be recovered from confidence alone, and the…

Cite Related research LOR-00028 · 6 views · 17 downloads
PDF489.5 KB

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