SharedRequest: A Privacy-Preserving Inference Scheme for Large Language Models Based on Model-Agnostic Discrimination Mechanism

Introduction / Main Floor: SharedRequest: A Privacy-Preserving Inference Scheme for Large Language Models Based on Model-Agnostic Discrimination Mechanism

SharedRequest proposes an innovative privacy-preserving inference framework that identifies and filters sensitive information from user queries before they enter large language models using a model-agnostic discrimination method, achieving a balance between data privacy and model utility.