Unlock the Potential of Large Language Models for Predictive Tabular Tasks in Data Science with Table-Specific Pretraining
解锁大型语言模型在数据科学中预测表格任务的潜力:通过表格特定预训练
机构 * Department of Computer Science, The University of Hong Kong(香港大学计算机科学系) ; School of Computer Science and Technology, Harbin Institute of Technology(哈尔滨工业大学计算机科学与技术学院) ; Department of Information Systems and Management Engineering, Southern University of Science and Technology(南方科技大学信息 systems 和管理工程系)
专题命中 领域大模型 :LLM(summary_cn,abstract);large language model(title,abstract);language model(title,abstract);pretraining(title)
AI总结 本文通过表格特定预训练方法提升LLM在表格预测任务中的表现,验证了定制化训练对提升表格智能的有效性。
Comments 10 pages; Accepted by TKDE