作者位次 #5/9ACL 2026Poster· Natural Language Processing
From Selection to Refinement: Iterative Optimization for Instruction Data
Hang Hu · Ziyan Liu · Rujie Wen · Ruihui Hou · Xueyan Wu · Mu Zhang · Jianxing Yu · Tong Ruan · Jingping Liu
摘要
Instruction tuning plays a crucial role in enhancing large language models (LLMs) to better understand complex user instructions. While various data selection and revision methods have been explored to optimize instruction tuning datasets, they face two main challenges: unreasonable pruning of po...