Procedural Memory for Language Agents: A Neurosymbolic Perspective on Explicit Goal Structure

Jonathan Leung, Zhiqi Shen, Deheng Ye

Large language models remain unreliable on long-horizon tasks requiring procedural reasoning. We argue that a key cause is the absence of explicit procedural memory: accessible, mo…