Section 01
导读 / 主楼:Validity-Aware Memory: Enabling Frozen LLMs to Maintain Reasoning Accuracy in Complex Memory Environments
Introduction / Main Post: Validity-Aware Memory: Enabling Frozen LLMs to Maintain Reasoning Accuracy in Complex Memory Environments
An experimental framework for studying the validity maintenance mechanism of external memory, exploring how to improve the reliability of long-range reasoning through explicit validity tracking without retraining the model.