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M. M. Kafshdooz

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Preprint Aug 2026

SAPE: Sandwich Adapters for Parameter Efficiency in Large Language Model Fine-Tuning

SAPE (Sandwich Adapters for Parameter Efficiency), a PEFT framework based on a sandwich-style hard weight-sharing topology, formalizes an inherent capacity trade-off: while hard parameter sharing strongly regularizes semantic generalization, it slightly smooths the sharp layer-wise transformations required for rigid mu...

Mohammad Aref Jafari-Raddani, M. M. Kafshdooz · 0 citations

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