作者位次 #4/8ACL 2026Poster· Natural Language Processing
Instructions are all you need: Self-supervised Reinforcement Learning for Instruction Following
Qingyu Ren · Qianyu He · Powei Chang · Jie Zeng · Zeye Sun · F. Richard Yu · Jiaqing Liang · Yanghua Xiao
摘要
Language models often struggle to follow multi-constraint instructions that are crucial for real-world applications. Existing reinforcement learning (RL) approaches suffer from dependency on external supervision and sparse reward signals from multi-constraint tasks. We propose a label-free self-s...