根据论文，DeepSeek通过U型扩展定律解决平衡问题，在总参数和算力预算固定的情况下，研究团队系统性地调整MoE和Engram的比例，得出将20%至25%的稀疏参数分配给Engram的最优平衡点。

Abstract: The rapid advancements in large language models (LLMs) have led to the generation of sophisticated AI-produced texts, posing significant challenges in distinguishing machine-generated ...

Abstract: This paper addresses the following problem: Given a process model and an event log containing trace prefixes of ongoing cases of a process, map each case to its corresponding state (i.e., ...