一作ACL 2026Poster· Natural Language Processing
OASIS : Online Sample Selection for Continual Instruction Tuning
Minjae Lee · Minhyuk Seo · Tingyu Qu · Tinne Tuytelaars · Jonghyun Choi
摘要
In continual instruction tuning (CIT) scenarios, where new instruction tuning data continuously arrive in an online streaming manner, training delays from large-scale data significantly hinder real-time adaptation. Data selection can mitigate this overhead, but existing strategies often rely on p...