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Taksh Kothari

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#artificial intelligence Preprint Sep 2026

Delayed Supervision for Test-Time Language Models

Delayed semantic supervision as a practical outer training objective for usable test-time memory is supported, while leaving open how much of the benefit derives specifically from delay rather than general question-answering and answer-termination supervision.

Jinha Kim, Taksh Kothari · 0 citations

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