Find Your Optimal Teacher: Personalized Data Synthesis via Router-Guided Multi-Teacher Distillation
Hengyuan Zhang · Shiping Yang · Xiao Liang · Chenming Shang · Yuxuan Jiang · Chaofan Tao · Jing Xiong · Hayden Kwok-Hay So · Ruobing Xie · Angel X. Chang · Ngai Wong
摘要
Training student models on synthetic data generated by strong teacher models is a promising approach to distilling the capabilities of teachers. However, existing studies reveal that stronger models are not always optimal teachers, suggesting a mismatch between the teacher’s output and the studen...