Socratic Skill Learning: Interleaving Teaching and Practice for Transferable Agent Skills

One-line takeaway

NJU-LINK's Socratic Skill Learning interleaves expert teaching with student practice — the student agent alone operates the environment and authors the Skill, questioning and testing advice — and introduces SkillTransferBench (35 task families, 408 executable cases) to test Skill reuse in fresh solver sessions.

南京大学 NJU-LINK 提出苏格拉底式技能学习：导师引导探索，学生智能体自己操作环境、写技能文件，可以质疑和测试建议；并构建 SkillTransferBench（35 个任务族、408 个可执行用例），在全新会话里检验技能能否迁移复用。