LSRIF: Logic-Structured Reinforcement Learning for Instruction Following
By: Qingyu Ren, Qianyu He, Jingwen Chang, Jie Zeng, Jiaqing Liang, Yanghua Xiao, Han Xia, Zeye Sun, Fei Yu
Published: 2026-01-10
View on arXiv →#cs.AI
Abstract
LSRIF introduces a logic-structured training framework that explicitly models instruction logic for large language models to improve instruction-following. It addresses challenges with sequential dependencies and conditional branching in real-world instructions, crucial for advanced AI agents and automation.