Preconditioned delta-rule models with a diagonal curvature approximation improve upon standard DeltaNet, GDN, and KDA by better approximating the test-time regression objective.
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2 Pith papers cite this work. Polarity classification is still indexing.
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Self-verification acts as a conditional confidence signal for language models rather than a reliable general-purpose uncertainty estimator.
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Preconditioned DeltaNet: Curvature-aware Sequence Modeling for Linear Recurrences
Preconditioned delta-rule models with a diagonal curvature approximation improve upon standard DeltaNet, GDN, and KDA by better approximating the test-time regression objective.
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When Should a Language Model Trust Itself? Same-Model Self-Verification as a Conditional Confidence Signal
Self-verification acts as a conditional confidence signal for language models rather than a reliable general-purpose uncertainty estimator.