How Large Language Models Need Symbolism
arXiv:2509.21404 · doi:10.1093/nsr/nwaf339
Abstract
We argue that AI's future requires more than scaling. To unlock genuine discovery, large language models need a compass: human-crafted symbols to guide their powerful but blind intuition.