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3 Tips to Improve Activation Oracle Results.

LessWrongAnalysis or commentary·
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Three inference-time changes are said to improve Activation Oracle performance: giving it multiple tokens instead of one, sampling several times and checking for consensus to reduce hallucinations, and a third change for binary classification that is cut off in the text.

Written by AI from LessWrong's published text.

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“Summary: Three simple inference-time changes can significantly improve Activation Oracle (AO) performance. Provide the activation oracle with multiple tokens, not just one. To mitigate hallucinations, sample several times and check for consensus.”
LessWrong, 28 Sept 2026, 15:13.

Interpretation or community commentary rather than straight reporting.

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