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financial domain 1large language models 1memory editing 1quantization 1stability 1

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1 paper

cs.CL2026

CACHE-UK: A Stability-Aware Memory Editor for Sequentially Updated Quantized LLMs in Finance

Anubhav Lakra, Yue Feng

The paper introduces CACHE-UK, a stability-aware memory editing framework for 4-bit quantized large language models used in UK finance, which reduces knowledge degradation during s…