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Transformers are ssms: Generalized models and efficient algorithms through structured state space duality

1 Pith paper cite this work. Polarity classification is still indexing.

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cs.LG 1

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2026 1

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UNVERDICTED 1

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Priming: Hybrid State Space Models From Pre-trained Transformers

cs.LG · 2026-05-08 · unverdicted · novelty 6.0

Priming transfers knowledge from pre-trained Transformers to hybrid SSM-attention models, recovering performance with minimal additional tokens and showing Gated KalmaNet outperforming Mamba-2 on long-context reasoning at 32B scale.

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  • Priming: Hybrid State Space Models From Pre-trained Transformers cs.LG · 2026-05-08 · unverdicted · none · ref 18

    Priming transfers knowledge from pre-trained Transformers to hybrid SSM-attention models, recovering performance with minimal additional tokens and showing Gated KalmaNet outperforming Mamba-2 on long-context reasoning at 32B scale.