ServiceNow

Scale Dependent Data Duplication

规模依赖的数据复制

Joshua Kazdan, Noam Levi, Rylan Schaeffer, Jessica Chudnovsky, Abhay Puri, Bo He, Mehmet Donmez, Sanmi Koyejo, David Donoho

机构 * Department of Statistics, Stanford University ； AI4Science, EPFL ； Department of Computer Science, Stanford University ； ServiceNow Research ； Department of XXX, University of YYY, Location, Country ； School of ZZZ, Institute of WWW, Location, Country ； École Polytechnique F\'ed\'erale de Lausanne (EPFL), CH-1015 Lausanne, Switzerland 纠错

AI总结 研究发现数据复制在不同规模下表现不同，模型能力提升导致语义相似性梯度一致，大规模下语义碰撞加速，提出明确的规模定律以提高预测准确性。