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

arXiv:2610.25996v1 Announce Type: new Abstract: 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, modifiable knowledge of how tasks